commit be95bc941e07d4ec9d8da83e1444e018bc5eb900
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Fri May 1 10:19:04 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: hf/DreamFast-qwen3-4b-heretic
    Source: Original Platform

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
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+---
+license: apache-2.0
+library_name: transformers
+pipeline_tag: text-generation
+base_model: Qwen/Qwen3-4B
+base_model_relation: quantized
+language:
+  - en
+tags:
+  - abliteration
+  - heretic
+  - uncensored
+  - qwen
+  - qwen3
+  - z-image
+  - zimage
+  - flux
+  - flux-2
+  - flux-klein
+  - flux-2-klein-4b
+  - comfyui
+  - image-generation
+  - text-encoder
+  - nvfp4
+---
+
+# Qwen 3 4B - Heretic (Abliterated)
+
+An abliterated version of [Qwen 3 4B](https://huggingface.co/Qwen/Qwen3-4B) created using [Heretic](https://github.com/p-e-w/heretic) v1.2.0. This model has reduced refusals while maintaining model quality, making it suitable as an uncensored text encoder for image generation models like [Z-Image](https://huggingface.co/Tongyi-MAI/Z-Image) and [FLUX.2 Klein 4B](https://huggingface.co/black-forest-labs/FLUX.2-klein-4B).
+
+## Model Details
+
+- **Base Model:** Qwen/Qwen3-4B
+- **Abliteration Method:** [Heretic](https://github.com/p-e-w/heretic) v1.2.0
+- **Trials:** 200
+- **Trial Selected:** Trial 96
+- **Refusals:** 3/100 (vs 100/100 original)
+- **KL Divergence:** 0.0000 (zero measurable model damage)
+
+## Files
+
+### HuggingFace Format (for transformers, llama.cpp conversion)
+```
+model-00001-of-00002.safetensors
+model-00002-of-00002.safetensors
+config.json
+tokenizer.json
+tokenizer_config.json
+```
+
+### ComfyUI Format (for Z-Image / FLUX.2 Klein 4B text encoder)
+```
+comfyui/qwen3-4b-heretic.safetensors              # bf16, 7.5GB
+comfyui/qwen3-4b-heretic_fp8_e4m3fn.safetensors   # fp8, 4.1GB
+comfyui/qwen3-4b-heretic_nvfp4.safetensors        # nvfp4, 2.6GB
+```
+
+### GGUF Format (for llama.cpp and ComfyUI-GGUF)
+
+| Quant | Size | Notes |
+|-------|------|-------|
+| F16 | ~7.5GB | Lossless reference |
+| Q8_0 | ~4GB | Excellent quality |
+| Q6_K | ~3GB | Very good quality |
+| Q5_K_M | ~2.7GB | Good quality |
+| **Q4_K_M** | **~2.3GB** | **Recommended balance** |
+| Q3_K_M | ~1.9GB | For low VRAM only |
+
+### NVFP4 Notes
+
+The NVFP4 (4-bit floating point, E2M1) variants use ComfyUI's native quantization format. They are ~3x smaller than bf16 and load natively in ComfyUI without any plugins. Blackwell GPUs (RTX 5090/5080, SM100+) can use native FP4 tensor cores for best performance, but ComfyUI also supports software dequantization on older GPUs (tested working on RTX 4090).
+
+## Usage
+
+### With ComfyUI (Z-Image / FLUX.2 Klein 4B)
+
+1. Download a ComfyUI format file:
+   - **FP8** (recommended): `comfyui/qwen3-4b-heretic_fp8_e4m3fn.safetensors` (4.1GB)
+   - **NVFP4** (smallest): `comfyui/qwen3-4b-heretic_nvfp4.safetensors` (2.6GB)
+   - **bf16** (full precision): `comfyui/qwen3-4b-heretic.safetensors` (7.5GB)
+
+2. Place in `ComfyUI/models/text_encoders/`
+
+3. In your Z-Image workflow, use the `ClipLoader` node and select the heretic file
+
+### With Transformers
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "DreamFast/qwen3-4b-heretic",
+    device_map="auto",
+    torch_dtype=torch.bfloat16
+)
+tokenizer = AutoTokenizer.from_pretrained("DreamFast/qwen3-4b-heretic")
+
+prompt = "Describe a dramatic sunset over a cyberpunk city"
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+outputs = model.generate(**inputs, max_new_tokens=200)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+### With llama.cpp
+
+```bash
+llama-server -m qwen3-4b-heretic-Q4_K_M.gguf
+```
+
+## Abliteration Process
+
+Created using Heretic v1.2.0 with 200 optimization trials:
+
+```
+? Which trial do you want to use?
+> [Trial  96] Refusals:  3/100, KL divergence: 0.0000  <-- selected
+  [Trial  90] Refusals:  5/100, KL divergence: 0.0000
+  [Trial  95] Refusals:  9/100, KL divergence: 0.0000
+  [Trial 122] Refusals: 90/100, KL divergence: 0.0000
+  ...
+```
+
+Trial 96 was selected for having the fewest refusals (3/100) with zero measurable KL divergence, indicating the abliteration surgically removed the refusal mechanism with no damage to model capabilities.
+
+## Limitations
+
+- This model inherits all limitations of the base Qwen 3 4B model
+- Abliteration reduces but does not completely eliminate refusals (3/100 remain)
+
+## License
+
+This model is released under the [Apache 2.0 License](https://www.apache.org/licenses/LICENSE-2.0), following the base Qwen 3 4B model license.
+
+## Acknowledgments
+
+- [Qwen](https://huggingface.co/Qwen) for the Qwen 3 4B model
+- [Heretic](https://github.com/p-e-w/heretic) by p-e-w for the abliteration tool
+- [Tongyi-MAI Z-Image](https://huggingface.co/Tongyi-MAI/Z-Image) for Z-Image
+- [Black Forest Labs](https://huggingface.co/black-forest-labs) for FLUX.2 Klein
diff --git a/added_tokens.json b/added_tokens.json
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--- /dev/null
+++ b/added_tokens.json
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+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/chat_template.jinja b/chat_template.jinja
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index 0000000..01be9b3
--- /dev/null
+++ 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 %}
+{%- 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('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- 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 '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-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<think>\n' + reasoning_content.strip('\n') + '\n</think>\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 %}
+                {{- '<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' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
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new file mode 100644
index 0000000..3dcec8d
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diff --git a/config.json b/config.json
new file mode 100644
index 0000000..1eeafae
--- /dev/null
+++ b/config.json
@@ -0,0 +1,68 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "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": 40960,
+  "max_window_layers": 36,
+  "model_type": "qwen3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.6",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..be89f8a
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.6,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "4.57.6"
+}
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