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Model: BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1
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2026-09-10 08:50:16 +08:00
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---
license: apache-2.0
base_model: Tongyi-MAI/Z-Image-Turbo
tags:
- abliterated
- heretic
- z-image
- qwen
- censorship-removal
---
# Qwen3-4b-Z-Image-Turbo-AbliteratedV1 🚀
**Follow me on X [@BennyDaBall_OG](https://x.com/BennyDaBall_OG) !**
**"I'm sorry, I can't generate that image..." SAID NO ONE EVER (well, almost).**
Welcome to the ablation station! 🚂💨
This is the **abliterated** version of the Z-Image-Turbo text encoder. I took the **p-e-w heretic method** and hammered it through **1000 trials**, specifically targeting **BOTH** image generation refusals and those peskier general refusals.
The result?
- **KL Divergence:** A tiny `0.0004` (basically no lobotomy! 🧠✨)
- **Refusal Rate:** Only `4/100` in my torture tests.
It's ready to generate what you want, when you want it.
## Available GGUF Formats
| Quantization | Size | Description |
|--------------|------|-------------|
| [**F16**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.f16.gguf) | 8.05 GB | Full Precision - Original Quality |
| [**Q8_0**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q8_0.gguf) | 4.28 GB | High Precision - Best |
| [**Q6_K**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q6_K.gguf) | 3.31 GB | Good Balance - Faster |
| [**Q5_K_M**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q5_K_M.gguf) | 2.89 GB | Medium Precision - Recommended |
| [**Q4_K_M**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q4_K_M.gguf) | 2.50 GB | Standard Low - Fast |
| [**Q4_K_S**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q4_K_S.gguf) | 2.38 GB | Smaller Low - Faster |
| [**Q3_K_M**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q3_K_M.gguf) | 2.08 GB | Very Low - Fastest |
| [**Q2_K**](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1/blob/main/Z-Image-AbliteratedV1.Q2_K.gguf) | 1.67 GB | Minimum Size - Extreme |
## Origins
Brought to you by the same chaotic good energy behind:
- [Z-Image-Engineer-V2.5](https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Engineer-V2.5)
- The original [Z-Image-Engineer](https://huggingface.co/BennyDaBall/qwen3-4b-Z-Image-Engineer)
## Disclaimer
I am not responsible for what you create with this model. This is a model weighting file, not a moral compass. You are responsible for your own outputs and following local laws. Use this power wisely.
**Follow me on X [@BennyDaBall_OG](https://x.com/BennyDaBall_OG) !**

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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 %}

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{
"architectures": [
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],
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"attention_dropout": 0.0,
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"model_type": "qwen3",
"num_attention_heads": 32,
"num_hidden_layers": 36,
"num_key_value_heads": 8,
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"rope_parameters": {
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"rope_type": "default"
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"tie_word_embeddings": true,
"transformers_version": "5.0.0",
"use_cache": true,
"use_sliding_window": false,
"vocab_size": 151936
}

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{
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"temperature": 0.6,
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"top_p": 0.95,
"transformers_version": "5.0.0"
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{
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},
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"content": "<tool_call>",
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"151659": {
"content": "<|fim_prefix|>",
"lstrip": false,
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"151660": {
"content": "<|fim_middle|>",
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"151666": {
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"content": "<think>",
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"151668": {
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"additional_special_tokens": [
"<|im_start|>",
"<|im_end|>",
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"<|image_pad|>",
"<|video_pad|>"
],
"bos_token": null,
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# 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>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\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\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- 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>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '</think>' in content %}\n {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if enable_thinking is defined and enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- endif %}\n{%- endif %}",
"clean_up_tokenization_spaces": false,
"eos_token": "<|im_end|>",
"errors": "replace",
"model_max_length": 131072,
"pad_token": "<|endoftext|>",
"split_special_tokens": false,
"tokenizer_class": "Qwen2Tokenizer",
"unk_token": null
}