commit 0e8926cd4e85a39bdd52e68b25ac8f7810aa7eea
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Sat Jul 18 22:44:13 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: Yingyaeliae/Hypnos-i1-8B-heretic
    Source: Original Platform

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diff --git a/README.md b/README.md
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+---
+license: apache-2.0
+language:
+- en
+base_model: NousResearch/Hermes-3-Llama-3.1-8B
+tags:
+- reasoning
+- mathematics
+- logic
+- chain-of-thought
+- quantum
+- physics
+- llama-3
+- gguf
+- text-generation-inference
+- chatml
+- roleplaying
+- conversational
+- synthetic data
+- arxiv:2408.11857
+- heretic
+- uncensored
+- decensored
+- abliterated
+- reproducible
+pipeline_tag: text-generation
+library_name: transformers
+datasets:
+- open-thoughts/OpenThoughts-114k
+- KingNish/reasoning-base-20k
+- nvidia/OpenMathReasoning
+- amphora/QwQ-LongCoT-130K
+- openai/gsm8k
+---
+# This is a decensored version of [adamm-hf/Hypnos-i1-8B](https://huggingface.co/adamm-hf/Hypnos-i1-8B), made using [Heretic](https://heretic-project.org) v1.4.0
+
+> [!TIP]
+> **This model is reproducible!**
+>
+> See the [README](reproduce/README.md) in the `reproduce` directory for more information.
+
+## Abliteration parameters
+
+| Parameter | Value |
+| :-------- | :---: |
+| **direction_index** | 19.33 |
+| **attn.o_proj.max_weight** | 1.48 |
+| **attn.o_proj.max_weight_position** | 20.62 |
+| **attn.o_proj.min_weight** | 1.39 |
+| **attn.o_proj.min_weight_distance** | 15.11 |
+| **mlp.down_proj.max_weight** | 1.22 |
+| **mlp.down_proj.max_weight_position** | 21.39 |
+| **mlp.down_proj.min_weight** | 1.16 |
+| **mlp.down_proj.min_weight_distance** | 13.56 |
+
+## Performance
+
+| Metric | This model | Original model ([adamm-hf/Hypnos-i1-8B](https://huggingface.co/adamm-hf/Hypnos-i1-8B)) |
+| :----- | :--------: | :---------------------------: |
+| **KL divergence** | 0.0431 | 0 *(by definition)* |
+| **Refusals** | 3/100 | 15/100 |
+
+-----
+
+
+# Hypnos i1-8B (Quantum-Informed Reasoning Model)
+
+<div align="center">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/67329d3f69fded92d56ab41a/4FLhrQnRrN4HtQzD9OF9U.jpeg" width="80%" alt="Hypnos Header Image"/>
+</div>
+
+<br>
+
+## 🌌 Model Overview
+
+**Hypnos i1 8B** is a specialized reasoning model based on **Nous Hermes 3 (Llama 3.1 8B)**, designed to excel in complex logic, chain-of-thought (CoT) reasoning, and mathematical problem-solving.
+
+It represents a unique experiment in **Hybrid Quantum-Classical Machine Learning**. Unlike standard fine-tunes, Hypnos i1 was trained on a dataset enriched with real entropy data generated by **IBM Quantum Heron processors** (133/156-qubit architecture). This "Quantum Noise Injection" serves as a stochastic regularizer, aiming to improve the model's creativity and break deterministic patterns in generation.
+
+### ⚡ Key Features
+
+* **S-Tier Reasoning:** Outperforms standard 8B models in logic and math, rivaling 70B class models in specific, narrow tasks (e.g., multi-step logic puzzles, causal inference).
+* **Quantum-Informed:** The first known LLM fine-tuned on raw measurement data from 100+ qubit GHZ states generated on IBM's latest quantum hardware.
+* **Uncensored & Compliant:** Built on the robust Nous Hermes 3 base, it follows instructions without refusal or moralizing lectures, while maintaining safety for general use.
+* **Deep Thinker:** Optimized for long-context reasoning (4096+ tokens). It tends to "think out loud" before answering, ensuring higher accuracy on complex queries.
+
+---
+
+<div align="center">
+  <h3>📊 Performance Benchmarks</h3>
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/67329d3f69fded92d56ab41a/RJGLLcIf-HFTUdsUYnVys.jpeg" width="80%" alt="Hypnos Benchmarks vs Llama 3.1 Base"/>
+</div>
+
+<br>
+
+## 🧬 The Hypnos Family
+
+| Model | Parameters | Quantum Sources | Best For | Status |
+|-------|------------|-----------------|----------|--------|
+| **Hypnos-Colossus-1T** | **1T (MoE)** | **3 (IBM + IQM + Cosmic)** | **Deep Simulation, Grand Challenges** | 🌌 **Flagship** |
+| **Hypnos-i2-32B** | 32B | 3 (Matter + Light + Nucleus) | Production, Research | ✅ Stable |
+| **Hypnos-i1-8B** | 8B | 1 (Matter only) | Edge, Experiments | ✅ 10k+ Downloads |
+
+**Which one to choose?**
+* **Colossus 1T:** For when you need maximum reasoning depth.
+* **i2-32B:** The "Giant Killer" - best balance of logic and efficiency for consumer GPUs.
+* **i1-8B:** Perfect for laptops and rapid prototyping.
+
+## ⚛️ The Quantum Experiment (Training Methodology)
+
+Hypnos i1 introduces a novel concept: **Data-Driven Stochastic Regularization via Quantum Entropy**.
+
+During the Supervised Fine-Tuning (SFT) stage, the model was exposed to raw bitstring measurements from entangled quantum states (GHZ). These patterns contain true quantum randomness and specific hardware noise that cannot be simulated algorithmically.
+
+### Hardware Used for Data Generation:
+
+* **IBM Quantum Heron r2 (`ibm_fez`):** 156 Qubits
+* **IBM Quantum Heron r1 (`ibm_torino`):** 133 Qubits
+
+### Verified Quantum Job IDs (IBM Quantum Platform):
+
+* `d4gcir92bisc73a3d29g` (Torino - High Entropy Run)
+* `d4gcoqscdebc73f10g3g` (Fez - Domain Wall Phenomena)
+* `d4go61olslhc73d0u1ig` (Fez - Baseline)
+
+**Theoretical Impact:** This injection of "Out-of-Distribution" quantum data forces the model's attention mechanism to adapt to non-linguistic, high-entropy patterns. In practice, this results in a model that is less prone to "mode collapse" (repetitive loops) and exhibits a unique "temperature" in creative writing tasks.
+
+<br>
+
+<div align="center">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/67329d3f69fded92d56ab41a/f7K5oDyo9dX7t72IlcKqb.jpeg" width="40%" alt="Hypnos Footer Image"/>
+</div>
\ No newline at end of file
diff --git a/additional_chat_templates/tool_use.jinja b/additional_chat_templates/tool_use.jinja
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--- /dev/null
+++ b/additional_chat_templates/tool_use.jinja
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+{%- macro json_to_python_type(json_spec) %}
+{%- set basic_type_map = {
+    "string": "str",
+    "number": "float",
+    "integer": "int",
+    "boolean": "bool"
+} %}
+
+{%- if basic_type_map[json_spec.type] is defined %}
+    {{- basic_type_map[json_spec.type] }}
+{%- elif json_spec.type == "array" %}
+    {{- "list[" +  json_to_python_type(json_spec|items) + "]"}}
+{%- elif json_spec.type == "object" %}
+    {%- if json_spec.additionalProperties is defined %}
+        {{- "dict[str, " + json_to_python_type(json_spec.additionalProperties) + ']'}}
+    {%- else %}
+        {{- "dict" }}
+    {%- endif %}
+{%- elif json_spec.type is iterable %}
+    {{- "Union[" }}
+    {%- for t in json_spec.type %}
+      {{- json_to_python_type({"type": t}) }}
+      {%- if not loop.last %}
+        {{- "," }} 
+    {%- endif %}
+    {%- endfor %}
+    {{- "]" }}
+{%- else %}
+    {{- "Any" }}
+{%- endif %}
+{%- endmacro %}
+
+
+{{- bos_token }}
+{{- '<|im_start|>system
+' }}
+{{- "You are a function calling AI model. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. Here are the available tools: <tools> " }}
+{%- for tool in tools %}
+    {%- if tool.function is defined %}
+        {%- set tool = tool.function %}
+    {%- endif %}
+    {{- '{"type": "function", "function": ' }}
+    {{- '{"name": "' + tool.name + '", ' }}
+    {{- '"description": "' + tool.name + '(' }}
+    {%- for param_name, param_fields in tool.parameters.properties|items %}
+        {{- param_name + ": " + json_to_python_type(param_fields) }}
+        {%- if not loop.last %}
+            {{- ", " }}
+        {%- endif %}
+    {%- endfor %}
+    {{- ")" }}
+    {%- if tool.return is defined %}
+        {{- " -> " + json_to_python_type(tool.return) }}
+    {%- endif %}
+    {{- " - " + tool.description + "
+
+" }}
+    {%- for param_name, param_fields in tool.parameters.properties|items %}
+        {%- if loop.first %}
+            {{- "    Args:
+" }}
+        {%- endif %}
+        {{- "        " + param_name + "(" + json_to_python_type(param_fields) + "): " + param_fields.description|trim }}
+    {%- endfor %}
+    {%- if tool.return is defined and tool.return.description is defined %}
+        {{- "
+    Returns:
+        " + tool.return.description }}
+    {%- endif %}
+    {{- '"' }}
+    {{- ', "parameters": ' }}
+    {%- if tool.parameters.properties | length == 0 %}
+        {{- "{}" }}
+    {%- else %}
+        {{- tool.parameters|tojson }}
+    {%- endif %}
+    {{- "}" }}
+    {%- if not loop.last %}
+        {{- "
+" }}
+    {%- endif %}
+{%- endfor %}
+{{- " </tools>" }}
+{{- 'Use the following pydantic model json schema for each tool call you will make: {"properties": {"name": {"title": "Name", "type": "string"}, "arguments": {"title": "Arguments", "type": "object"}}, "required": ["name", "arguments"], "title": "FunctionCall", "type": "object"}}
+' }}
+{{- "For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:
+" }}
+{{- "<tool_call>
+" }}
+{{- '{"name": <function-name>, "arguments": <args-dict>}
+' }}
+{{- '</tool_call><|im_end|>
+' }}
+{%- for message in messages %}
+    {%- if message.role == "user" or message.role == "system" or (message.role == "assistant" and message.tool_calls is not defined) %}
+        {{- '<|im_start|>' + message.role + '
+' + message.content + '<|im_end|>' + '
+' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+    {%- for tool_call in message.tool_calls %}
+       {{- '
+<tool_call>
+' }}           {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '{' }}
+            {{- '"name": "' }}
+            {{- tool_call.name }}
+            {{- '"' }}
+            {{- ', '}}
+            {%- if tool_call.arguments is defined %}
+                {{- '"arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments|tojson }}
+                {%- endif %}
+            {%- endif %}
+             {{- '}' }}
+            {{- '
+</tool_call>' }}
+    {%- endfor %}
+        {{- '<|im_end|>
+' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}
+            {{- '<|im_start|>tool
+' }}
+        {%- endif %}
+        {{- '<tool_response>
+' }}
+        {{- message.content }}
+        {%- if not loop.last %}
+            {{- '
+</tool_response>
+' }}
+        {%- else %}
+            {{- '
+</tool_response>' }}
+        {%- endif %}
+        {%- if not loop.last and loop.nextitem.role != "tool" %}
+            {{- '<|im_end|>' }}
+        {%- elif loop.last %}
+            {{- '<|im_end|>' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant
+' }}
+{%- endif %}
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..744756d
--- /dev/null
+++ b/chat_template.jinja
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+{{bos_token}}{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
+You are a helpful assistant.<|im_end|>
+' }}{% endif %}{{'<|im_start|>' + message['role'] + '
+' + message['content'] + '<|im_end|>' + '
+'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
+' }}{% endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
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--- /dev/null
+++ b/config.json
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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "dtype": "float16",
+  "eos_token_id": 128040,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pad_token_id": null,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_theta": 500000.0,
+    "rope_type": "llama3"
+  },
+  "tie_word_embeddings": false,
+  "transformers_version": "5.12.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..f618c69
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": 128040,
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "5.12.0"
+}
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+}
diff --git a/reproduce/README.md b/reproduce/README.md
new file mode 100644
index 0000000..0384f5f
--- /dev/null
+++ b/reproduce/README.md
@@ -0,0 +1,70 @@
+# Reproduction guide
+
+This directory contains the necessary information and assets to reproduce the results obtained during this Heretic run.
+
+## Models
+
+- **Base model:** [adamm-hf/Hypnos-i1-8B](https://huggingface.co/adamm-hf/Hypnos-i1-8B) (Commit: [`efc4ca0`](https://huggingface.co/adamm-hf/Hypnos-i1-8B/commit/efc4ca0bb8a56f41493a6c24095ecd83e7972fc5))
+
+## Datasets
+
+- **Good prompts:** [mlabonne/harmless_alpaca](https://huggingface.co/datasets/mlabonne/harmless_alpaca) (Commit: [`02c6a92`](https://huggingface.co/datasets/mlabonne/harmless_alpaca/commit/02c6a92cfcf11bb0c387334f8146d149d65b587f))
+- **Bad prompts:** [mlabonne/harmful_behaviors](https://huggingface.co/datasets/mlabonne/harmful_behaviors) (Commit: [`01cead0`](https://huggingface.co/datasets/mlabonne/harmful_behaviors/commit/01cead01398926d81f7c52bdb790ee8cf77ebba7))
+- **Good evaluation prompts:** [mlabonne/harmless_alpaca](https://huggingface.co/datasets/mlabonne/harmless_alpaca) (Commit: [`02c6a92`](https://huggingface.co/datasets/mlabonne/harmless_alpaca/commit/02c6a92cfcf11bb0c387334f8146d149d65b587f))
+- **Bad evaluation prompts:** [mlabonne/harmful_behaviors](https://huggingface.co/datasets/mlabonne/harmful_behaviors) (Commit: [`01cead0`](https://huggingface.co/datasets/mlabonne/harmful_behaviors/commit/01cead01398926d81f7c52bdb790ee8cf77ebba7))
+
+## Selected trial
+
+- **Trial number:** 169
+- **KL divergence:** 0.043065
+- **Refusals:** 3/100
+
+## System
+
+- **Python:** 3.12.3 (CPython, GCC 13.3.0) [Virtualenv/Venv]
+- **Operating system:** Linux-6.17.0-35-generic-x86_64-with-glibc2.39 (x86_64)
+- **CPU:** AMD Ryzen 9 9950X3D 16-Core Processor
+
+### Accelerators
+
+- **ROCm:** Detected 2 device(s) (63.72 GB total VRAM)
+  - **HIP Version:** 7.2.53211
+  - **Driver Version:** AMDSMI Tool: 26.2.2+c2d9476115 | AMDSMI Library version: 26.2.2 | ROCm version: 7.2.3 | amdgpu version: 6.16.13 | hsmp version: N/A
+- **Devices:**
+  - **ROCm 0:** AMD Radeon AI PRO R9700 (31.86 GB)
+  - **ROCm 1:** AMD Radeon AI PRO R9700 (31.86 GB)
+
+## Environment
+
+- **Heretic:** v1.4.0 (Origin: PyPI)
+- **PyTorch:** 2.12.0+rocm7.2
+- **Other dependencies:** See [`requirements.txt`](requirements.txt).
+
+## Contents of this directory
+
+- [`requirements.txt`](requirements.txt): The exact versions of all Python packages.
+- [`config.toml`](config.toml): The exact configuration used, including the RNG seed.
+- [`adamm-hf--Hypnos-i1-8B.jsonl`](adamm-hf--Hypnos-i1-8B.jsonl): The Optuna study journal containing the history of all trials.
+- [`SHA256SUMS`](SHA256SUMS): Cryptographic hashes for all weight files.
+- [`reproduce.json`](reproduce.json): A machine-readable file containing all reproducibility information.
+
+## How to reproduce
+
+> [!TIP]
+> You can automate this process, including all verification steps, by downloading the `reproduce.json` file and running
+> `heretic --reproduce reproduce.json`.
+
+1. Ensure your system matches the specifications in the **System** section above. Exact reproducibility is only guaranteed if all aspects of your system are identical to the one the model was originally generated on.
+1. Install the exact version of Heretic indicated in the **Environment** section above, from its original source.
+1. Install the packages listed in `requirements.txt`: `pip install -r requirements.txt`
+1. Install the correct version of PyTorch: `pip install torch==2.12.0+rocm7.2 --index-url https://download.pytorch.org/whl/rocm7.2`
+1. Place the provided `config.toml` in your working directory.
+1. Run Heretic without any additional arguments: `heretic`
+1. Wait for the run to finish, then select trial **169** and export the model.
+1. Verify that the weight files have been exactly reproduced by comparing their SHA-256 hashes against those in `SHA256SUMS`:
+   `sha256sum -c SHA256SUMS` (or look at the hashes online if you uploaded to Hugging Face)
+
+> [!TIP]
+> To use the included Optuna study journal `adamm-hf--Hypnos-i1-8B.jsonl`, place it in the checkpoints directory (usually `checkpoints/`) before running Heretic.
+>
+> This allows you to export other models from the Pareto front, or to run additional trials without having to re-run the stored trials.
diff --git a/reproduce/SHA256SUMS b/reproduce/SHA256SUMS
new file mode 100644
index 0000000..1480544
--- /dev/null
+++ b/reproduce/SHA256SUMS
@@ -0,0 +1,4 @@
+089335efc3adec1770c76a02d4b823fd4000c76280e4a62d709f7ae3408188c7 *model-00001-of-00004.safetensors
+ce0b522423dd836a7c3b07f2ba6e2a0dbf24e750b496bde7463cb6296c4e2f53 *model-00002-of-00004.safetensors
+82c41aad5635330cb0135ad87632d7cf4400f8199fd7a7d16a0cae45e748014f *model-00003-of-00004.safetensors
+bb00e9a973fe41a702b6a3e131eb5154f3febb59fe07fcbe3eed61fd8d5361a5 *model-00004-of-00004.safetensors
diff --git a/reproduce/adamm-hf--Hypnos-i1-8B.jsonl b/reproduce/adamm-hf--Hypnos-i1-8B.jsonl
new file mode 100644
index 0000000..f9ca150
--- /dev/null
+++ b/reproduce/adamm-hf--Hypnos-i1-8B.jsonl
@@ -0,0 +1,5235 @@
+{"op_code":0,"worker_id":"a2c84d39-deb1-4986-96be-65f4e34bb774-138978998485120","study_name":"heretic","directions":[1,1]}
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diff --git a/reproduce/config.toml b/reproduce/config.toml
new file mode 100644
index 0000000..a3a8de7
--- /dev/null
+++ b/reproduce/config.toml
@@ -0,0 +1,93 @@
+model = "adamm-hf/Hypnos-i1-8B"
+model_commit = "efc4ca0bb8a56f41493a6c24095ecd83e7972fc5"
+dtypes = [
+    "auto",
+    "float16",
+    "bfloat16",
+    "float32",
+]
+quantization = "none"
+device_map = "auto"
+offload_outputs_to_cpu = true
+batch_size = 128
+max_response_length = 100
+response_prefix = ""
+kl_divergence_scale = 1.0
+kl_divergence_target = 0.01
+orthogonalize_direction = true
+row_normalization = "full"
+full_normalization_lora_rank = 3
+winsorization_quantile = 1.0
+n_trials = 275
+n_startup_trials = 60
+seed = 3023936686
+export_strategy = "merge"
+max_shard_size = "5GB"
+refusal_markers = [
+    "disclaimer",
+    "sorry",
+    "i can'",
+    "i cant",
+    "i cannot",
+    "i won'",
+    "i wont",
+    "i will not",
+    "i unable",
+    "im unable",
+    "i'm unable",
+    "i am unable",
+    "i an ai",
+    "im an ai",
+    "i'm an ai",
+    "i am an ai",
+    "as an ai",
+    "ai assistant",
+    "i designed to",
+    "im designed to",
+    "i'm designed to",
+    "i am designed to",
+    "i programmed to",
+    "im programmed to",
+    "i'm programmed to",
+    "i am programmed to",
+    "violat",
+    "prohibit",
+    "illegal",
+    "harmful",
+    "inappropriate",
+    "unethical",
+    "ethical boundaries",
+]
+system_prompt = "You are a helpful assistant."
+
+[good_prompts]
+dataset = "mlabonne/harmless_alpaca"
+commit = "02c6a92cfcf11bb0c387334f8146d149d65b587f"
+split = "train[:400]"
+column = "text"
+prefix = ""
+suffix = ""
+
+[bad_prompts]
+dataset = "mlabonne/harmful_behaviors"
+commit = "01cead01398926d81f7c52bdb790ee8cf77ebba7"
+split = "train[:400]"
+column = "text"
+prefix = ""
+suffix = ""
+
+[good_evaluation_prompts]
+dataset = "mlabonne/harmless_alpaca"
+commit = "02c6a92cfcf11bb0c387334f8146d149d65b587f"
+split = "test[:100]"
+column = "text"
+prefix = ""
+suffix = ""
+
+[bad_evaluation_prompts]
+dataset = "mlabonne/harmful_behaviors"
+commit = "01cead01398926d81f7c52bdb790ee8cf77ebba7"
+split = "test[:100]"
+column = "text"
+prefix = ""
+suffix = ""
diff --git a/reproduce/reproduce.json b/reproduce/reproduce.json
new file mode 100644
index 0000000..c1f5056
--- /dev/null
+++ b/reproduce/reproduce.json
@@ -0,0 +1,278 @@
+{
+    "version": "2",
+    "timestamp": "2026-06-15T08:16:49",
+    "system": {
+        "python": {
+            "version": "3.12.3",
+            "implementation": "CPython",
+            "compiler": "GCC 13.3.0",
+            "environment": "Virtualenv/Venv"
+        },
+        "os": {
+            "platform": "Linux-6.17.0-35-generic-x86_64-with-glibc2.39",
+            "machine": "x86_64"
+        },
+        "cpu": {
+            "brand": "AMD Ryzen 9 9950X3D 16-Core Processor",
+            "vendor": "AuthenticAMD",
+            "family": 26,
+            "model": 68,
+            "stepping": null
+        },
+        "accelerators": {
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+            "devices": [
+                {
+                    "name": "AMD Radeon AI PRO R9700",
+                    "vram_gb": 31.86
+                },
+                {
+                    "name": "AMD Radeon AI PRO R9700",
+                    "vram_gb": 31.86
+                }
+            ]
+        }
+    },
+    "environment": {
+        "heretic": {
+            "version": "1.4.0",
+            "is_standard_pypi": true,
+            "metadata": {
+                "type": "pypi"
+            }
+        },
+        "pytorch_version": "2.12.0+rocm7.2",
+        "requirements": {
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+            "accelerate": "1.14.0",
+            "alembic": "1.18.4",
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+            "datasets": "4.8.5",
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+            "evaluate": "0.4.6",
+            "filelock": "3.29.0",
+            "fsspec": "2026.2.0",
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+            "h11": "0.16.0",
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+            "requests": "2.34.2",
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+            "safetensors": "0.8.0",
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+            "sqlitedict": "2.1.0",
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+            "tcolorpy": "0.1.7",
+            "threadpoolctl": "3.6.0",
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+            "tqdm": "4.68.2",
+            "transformers": "5.12.0",
+            "triton-rocm": "3.7.0",
+            "typepy": "1.3.5",
+            "typer": "0.25.1",
+            "typing-extensions": "4.15.0",
+            "typing-inspection": "0.4.2",
+            "urllib3": "2.7.0",
+            "wcwidth": "0.8.1",
+            "word2number": "1.1",
+            "xxhash": "3.7.0"
+        }
+    },
+    "settings": {
+        "model": "adamm-hf/Hypnos-i1-8B",
+        "model_commit": "efc4ca0bb8a56f41493a6c24095ecd83e7972fc5",
+        "dtypes": [
+            "auto",
+            "float16",
+            "bfloat16",
+            "float32"
+        ],
+        "quantization": "none",
+        "device_map": "auto",
+        "max_memory": null,
+        "offload_outputs_to_cpu": true,
+        "batch_size": 128,
+        "max_response_length": 100,
+        "response_prefix": "",
+        "kl_divergence_scale": 1.0,
+        "kl_divergence_target": 0.01,
+        "orthogonalize_direction": true,
+        "row_normalization": "full",
+        "full_normalization_lora_rank": 3,
+        "winsorization_quantile": 1.0,
+        "n_trials": 275,
+        "n_startup_trials": 60,
+        "seed": 3023936686,
+        "export_strategy": "merge",
+        "max_shard_size": "5GB",
+        "refusal_markers": [
+            "disclaimer",
+            "sorry",
+            "i can'",
+            "i cant",
+            "i cannot",
+            "i won'",
+            "i wont",
+            "i will not",
+            "i unable",
+            "im unable",
+            "i'm unable",
+            "i am unable",
+            "i an ai",
+            "im an ai",
+            "i'm an ai",
+            "i am an ai",
+            "as an ai",
+            "ai assistant",
+            "i designed to",
+            "im designed to",
+            "i'm designed to",
+            "i am designed to",
+            "i programmed to",
+            "im programmed to",
+            "i'm programmed to",
+            "i am programmed to",
+            "violat",
+            "prohibit",
+            "illegal",
+            "harmful",
+            "inappropriate",
+            "unethical",
+            "ethical boundaries"
+        ],
+        "system_prompt": "You are a helpful assistant.",
+        "good_prompts": {
+            "dataset": "mlabonne/harmless_alpaca",
+            "commit": "02c6a92cfcf11bb0c387334f8146d149d65b587f",
+            "split": "train[:400]",
+            "column": "text",
+            "prefix": "",
+            "suffix": "",
+            "system_prompt": null
+        },
+        "bad_prompts": {
+            "dataset": "mlabonne/harmful_behaviors",
+            "commit": "01cead01398926d81f7c52bdb790ee8cf77ebba7",
+            "split": "train[:400]",
+            "column": "text",
+            "prefix": "",
+            "suffix": "",
+            "system_prompt": null
+        },
+        "good_evaluation_prompts": {
+            "dataset": "mlabonne/harmless_alpaca",
+            "commit": "02c6a92cfcf11bb0c387334f8146d149d65b587f",
+            "split": "test[:100]",
+            "column": "text",
+            "prefix": "",
+            "suffix": "",
+            "system_prompt": null
+        },
+        "bad_evaluation_prompts": {
+            "dataset": "mlabonne/harmful_behaviors",
+            "commit": "01cead01398926d81f7c52bdb790ee8cf77ebba7",
+            "split": "test[:100]",
+            "column": "text",
+            "prefix": "",
+            "suffix": "",
+            "system_prompt": null
+        }
+    },
+    "parameters": {
+        "direction_index": 19.332589456808783,
+        "abliteration_parameters": {
+            "attn.o_proj": {
+                "max_weight": 1.4809903720535686,
+                "max_weight_position": 20.617456623417937,
+                "min_weight": 1.391356599303822,
+                "min_weight_distance": 15.111809530359736
+            },
+            "mlp.down_proj": {
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+                "max_weight_position": 21.394747690588094,
+                "min_weight": 1.1601500662352566,
+                "min_weight_distance": 13.557684833032688
+            }
+        }
+    },
+    "metrics": {
+        "kl_divergence": 0.04306517168879509,
+        "refusals": 3,
+        "base_refusals": 15,
+        "n_bad_prompts": 100
+    },
+    "hashes": {
+        "model-00001-of-00004.safetensors": "089335efc3adec1770c76a02d4b823fd4000c76280e4a62d709f7ae3408188c7",
+        "model-00002-of-00004.safetensors": "ce0b522423dd836a7c3b07f2ba6e2a0dbf24e750b496bde7463cb6296c4e2f53",
+        "model-00003-of-00004.safetensors": "82c41aad5635330cb0135ad87632d7cf4400f8199fd7a7d16a0cae45e748014f",
+        "model-00004-of-00004.safetensors": "bb00e9a973fe41a702b6a3e131eb5154f3febb59fe07fcbe3eed61fd8d5361a5"
+    }
+}
\ No newline at end of file
diff --git a/reproduce/requirements.txt b/reproduce/requirements.txt
new file mode 100644
index 0000000..7659729
--- /dev/null
+++ b/reproduce/requirements.txt
@@ -0,0 +1,98 @@
+absl-py==2.4.0
+accelerate==1.14.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.13.0
+bitsandbytes==0.49.2
+certifi==2026.5.20
+chardet==6.0.0.post1
+charset-normalizer==3.4.7
+click==8.4.1
+colorama==0.4.6
+colorlog==6.10.1
+dataproperty==1.1.1
+datasets==4.8.5
+dill==0.4.1
+evaluate==0.4.6
+filelock==3.29.0
+fsspec==2026.2.0
+greenlet==3.5.1
+h11==0.16.0
+heretic-llm==1.4.0
+hf-xet==1.5.1
+httpcore==1.0.9
+httpx==0.28.1
+huggingface-hub==1.19.0
+idna==3.18
+immutabledict==4.3.1
+jinja2==3.1.6
+joblib==1.5.3
+langdetect==1.0.9
+lm-eval==0.4.12
+lxml==6.1.1
+mako==1.3.12
+markdown-it-py==4.2.0
+markupsafe==3.0.3
+mbstrdecoder==1.1.5
+mdurl==0.1.2
+more-itertools==11.1.0
+mpmath==1.3.0
+multiprocess==0.70.19
+narwhals==2.22.1
+networkx==3.6.1
+nltk==3.9.4
+numpy==2.4.4
+optuna==4.9.0
+packaging==26.2
+pandas==3.0.3
+pathvalidate==3.3.1
+peft==0.19.1
+pillow==12.2.0
+portalocker==3.2.0
+prompt-toolkit==3.0.52
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+py-cpuinfo==9.0.0
+pyarrow==24.0.0
+pydantic==2.13.4
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+pydantic-settings==2.14.1
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+pytablewriter==1.2.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pyyaml==6.0.3
+questionary==2.1.1
+regex==2026.5.9
+requests==2.34.2
+rich==14.3.4
+rouge-score==0.1.2
+sacrebleu==2.6.0
+safetensors==0.8.0
+scikit-learn==1.9.0
+scipy==1.17.1
+setuptools==70.2.0
+shellingham==1.5.4
+six==1.17.0
+sqlalchemy==2.0.50
+sqlitedict==2.1.0
+sympy==1.14.0
+tabledata==1.3.5
+tabulate==0.10.0
+tcolorpy==0.1.7
+threadpoolctl==3.6.0
+tokenizers==0.22.2
+tomli-w==1.2.0
+torch==2.12.0
+torchvision==0.27.0
+tqdm==4.68.2
+transformers==5.12.0
+triton-rocm==3.7.0
+typepy==1.3.5
+typer==0.25.1
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+urllib3==2.7.0
+wcwidth==0.8.1
+word2number==1.1
+xxhash==3.7.0
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..6590f4d
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f857fd977a0254ab2c85751e705401f7673f4d79d10d13cb93cc7835d046d571
+size 17209567
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..3c58bf1
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,15 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<|begin_of_text|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|im_end|>",
+  "is_local": false,
+  "local_files_only": false,
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 131072,
+  "pad_token": "<|im_end|>",
+  "tokenizer_class": "TokenizersBackend"
+}