commit 660b176f967526447404cc11c7099c6a21bb5a62
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Tue Jun 16 03:41:16 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: Pranavz/qwen-4b-2507-abil-mahou
    Source: Original Platform

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diff --git a/README.md b/README.md
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+---
+license: apache-2.0
+base_model: Qwen/Qwen3-4B-Instruct-2507
+tags:
+- roleplay
+- creative-writing
+- sft
+- qwen3
+- heretic
+- uncensored
+- decensored
+- abliterated
+datasets:
+- flammenai/flame-kindling-v1
+language:
+- en
+pipeline_tag: text-generation
+library_name: transformers
+---
+# This is a decensored version of [Pranavz/qwen-4b-2507-rp-mahou](https://huggingface.co/Pranavz/qwen-4b-2507-rp-mahou), made using [Heretic](https://github.com/p-e-w/heretic) v1.2.0
+
+## Abliteration parameters
+
+| Parameter | Value |
+| :-------- | :---: |
+| **direction_index** | per layer |
+| **attn.o_proj.max_weight** | 3.59 |
+| **attn.o_proj.max_weight_position** | 32.93 |
+| **attn.o_proj.min_weight** | 3.24 |
+| **attn.o_proj.min_weight_distance** | 22.91 |
+| **mlp.down_proj.max_weight** | 2.25 |
+| **mlp.down_proj.max_weight_position** | 25.62 |
+| **mlp.down_proj.min_weight** | 3.23 |
+| **mlp.down_proj.min_weight_distance** | 19.06 |
+
+## Performance
+
+| Metric | This model | Original model ([Pranavz/qwen-4b-2507-rp-mahou](https://huggingface.co/Pranavz/qwen-4b-2507-rp-mahou)) |
+| :----- | :--------: | :---------------------------: |
+| **KL divergence** | 0.4197 | 0 *(by definition)* |
+| **Refusals** | 5/100 | 99/100 |
+
+-----
+
+
+# qwen-4b-2507-rp-mahou
+
+A full-parameter SFT of [`Qwen/Qwen3-4B-Instruct-2507`](https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507) on [`flammenai/flame-kindling-v1`](https://huggingface.co/datasets/flammenai/flame-kindling-v1) for creative roleplay and character interaction.
+
+## Highlights
+
+- Base: Qwen3-4B-Instruct-2507
+- Method: full-sequence SFT (no LoRA)
+- Dataset: flame-kindling-v1 (RP / creative writing)
+- Precision: bf16
+- Chat template: Qwen3 (use `enable_thinking=False` for RP)
+
+## Usage
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+MODEL_ID = "Pranavz/qwen-4b-2507-rp-mahou"
+
+tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
+model = AutoModelForCausalLM.from_pretrained(
+    MODEL_ID,
+    torch_dtype=torch.bfloat16,
+    device_map="auto",
+)
+
+messages = [
+    {"role": "system", "content": "You are a creative roleplay assistant. Stay in character, write vividly, and use asterisks for actions."},
+    {"role": "user", "content": "*walks into the tavern, shaking off the rain* Evening, barkeep. Got a room?"},
+]
+
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True,
+    enable_thinking=False,
+)
+inputs = tokenizer(text, return_tensors="pt").to(model.device)
+
+with torch.inference_mode():
+    out = model.generate(
+        **inputs,
+        max_new_tokens=512,
+        temperature=0.8,
+        top_p=0.9,
+        top_k=40,
+        repetition_penalty=1.1,
+        do_sample=True,
+    )
+
+print(tokenizer.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True))
+```
+
+## Recommended sampler settings
+
+| Parameter | Value | Notes |
+|---|---|---|
+| `temperature` | 0.7 – 0.85 | creative without going off-rails |
+| `top_p` | 0.9 | trim the long tail |
+| `top_k` | 40 | hard vocab cap |
+| `min_p` | 0.05 | optional, often nicer than top_p alone |
+| `repetition_penalty` | 1.05 – 1.15 | RP models love loops — kill them |
+| `max_new_tokens` | 512 – 1024 | RP needs room |
+
+Always pass `enable_thinking=False` to the chat template — RP doesn't want CoT.
+
+
+## Limitations
+
+- Trained on a single curated RP dataset; expect a particular tone (vivid, action-asterisk style)
+- Not safety-tuned beyond what the base model provides
+- English only
+
+## Acknowledgements
+
+- Base model: [Qwen team](https://huggingface.co/Qwen)
+- Dataset: [flammenai/flame-kindling-v1](https://huggingface.co/datasets/flammenai/flame-kindling-v1)
diff --git a/chat_template.jinja b/chat_template.jinja
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+{%- 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 <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- 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" %}
+        {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- 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 %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- 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 %}
\ No newline at end of file
diff --git a/config.json b/config.json
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+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": null,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 9728,
+  "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",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 262144,
+  "max_window_layers": 36,
+  "model_type": "qwen3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 8,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 5000000,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.7.0",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
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--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,12 @@
+{
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "5.7.0"
+}
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