Image-Text-to-Text
Transformers
Safetensors
qwen3_5
heretic
uncensored
decensored
abliterated
mpoa
conversational
4-bit precision
gptq
Instructions to use llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4") model = AutoModelForMultimodalLM.from_pretrained("llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4
- SGLang
How to use llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4 with Docker Model Runner:
docker model run hf.co/llmfan46/Qwen3.6-27B-uncensored-heretic-v2-GPTQ-Int4
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8b06e54 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 | {%- set image_count = namespace(value=0) %}
{%- set video_count = namespace(value=0) %}
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
{%- if content is string %}
{{- content }}
{%- elif content is iterable and content is not mapping %}
{%- for item in content %}
{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain images.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set image_count.value = image_count.value + 1 %}
{%- endif %}
{%- if add_vision_id is defined and add_vision_id %}
{{- 'Picture ' ~ image_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
{%- elif 'video' in item or item.type == 'video' %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain videos.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set video_count.value = video_count.value + 1 %}
{%- endif %}
{%- if add_vision_id is defined and add_vision_id %}
{{- 'Video ' ~ video_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
{%- elif 'text' in item %}
{{- item.text }}
{%- else %}
{{- raise_exception('Unexpected item type in content.') }}
{%- endif %}
{%- endfor %}
{%- elif content is none or content is undefined %}
{{- '' }}
{%- else %}
{{- raise_exception('Unexpected content type.') }}
{%- endif %}
{%- endmacro %}
{%- set ns_flags = namespace(enable_thinking=true) %}
{%- if enable_thinking is defined %}
{%- set ns_flags.enable_thinking = enable_thinking %}
{%- endif %}
{%- set preserve_thinking = preserve_thinking | default(true) %}
{%- if not messages %}
{{- raise_exception('No messages provided.') }}
{%- endif %}
{%- if add_generation_prompt is defined and add_generation_prompt and continue_final_message is defined and continue_final_message %}
{{- raise_exception('add_generation_prompt and continue_final_message cannot both be true.') }}
{%- endif %}
{%- if tools and tools is iterable and tools is not mapping %}
{{- '<|im_start|>system\n' }}
{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\n</tools>" }}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
{%- if messages[0].role == 'system' or messages[0].role == 'developer' %}
{%- set content = render_content(messages[0].content, false, true)|trim %}
{%- if '<|think_off|>' in content %}
{%- set ns_flags.enable_thinking = false %}
{%- set content = content.replace('<|think_off|>', '') %}
{%- endif %}
{%- if '<|think_on|>' in content %}
{%- set ns_flags.enable_thinking = true %}
{%- set content = content.replace('<|think_on|>', '') %}
{%- endif %}
{%- set content = content.strip() %}
{%- if content %}
{{- '\n\n' + content }}
{%- endif %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- if messages[0].role == 'system' or messages[0].role == 'developer' %}
{%- set content = render_content(messages[0].content, false, true)|trim %}
{%- if '<|think_off|>' in content %}
{%- set ns_flags.enable_thinking = false %}
{%- set content = content.replace('<|think_off|>', '') %}
{%- endif %}
{%- if '<|think_on|>' in content %}
{%- set ns_flags.enable_thinking = true %}
{%- set content = content.replace('<|think_on|>', '') %}
{%- endif %}
{%- set content = content.strip() %}
{{- '<|im_start|>system\n' + 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" %}
{%- set content = render_content(message.content, false)|trim %}
{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if ns.multi_step_tool %}
{%- set ns.last_query_index = messages|length - 1 %}
{%- endif %}
{%- for message in messages %}
{%- set content = render_content(message.content, true)|trim %}
{%- set content = content.replace('<|think_off|>', '').replace('<|think_on|>', '') %}
{%- set content = content.strip() %}
{%- if message.role == "system" or message.role == "developer" %}
{%- if not loop.first %}
{%- set sys_content = render_content(message.content, false, true)|trim %}
{%- set sys_content = sys_content.replace('<|think_off|>', '').replace('<|think_on|>', '')|trim %}
{{- '<|im_start|>system\n' + sys_content + '<|im_end|>' + '\n' }}
{%- endif %}
{%- elif message.role == "user" %}
{{- '<|im_start|>' + message.role + '\n' + (content if content else ' ') + '<|im_end|>' + '\n' }}
{%- elif message.role == "assistant" %}
{%- set reasoning_content = '' %}
{%- if message.reasoning_content is string %}
{%- set reasoning_content = message.reasoning_content %}
{%- else %}
{%- set has_think_tag = false %}
{%- set think_start_token = '<think>' %}
{%- set think_end_token = '</think>' %}
{%- if '</think>' in content %}
{%- set has_think_tag = true %}
{%- elif '</thinking>' in content %}
{%- set has_think_tag = true %}
{%- set think_start_token = '<thinking>' %}
{%- set think_end_token = '</thinking>' %}
{%- elif '<think>' in content %}
{%- set reasoning_content = content.split('<think>')[-1].lstrip('\n') %}
{%- set content = '' %}
{%- elif '<thinking>' in content %}
{%- set reasoning_content = content.split('<thinking>')[-1].lstrip('\n') %}
{%- set content = '' %}
{%- endif %}
{%- if has_think_tag %}
{%- set reasoning_content = content.split(think_end_token)[0].rstrip('\n').split(think_start_token)[-1].lstrip('\n') %}
{%- set content = content.split(think_end_token)[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- set reasoning_content = reasoning_content|trim %}
{%- set show_think = false %}
{%- if loop.index0 > ns.last_query_index and reasoning_content|length > 0 %}
{%- set show_think = true %}
{%- elif ns_flags.enable_thinking and preserve_thinking and reasoning_content|length > 0 %}
{%- set show_think = true %}
{%- endif %}
{%- if show_think %}
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + content }}
{%- endif %}
{%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
{%- for tool_call in message.tool_calls %}
{%- if tool_call.function is defined %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{%- if loop.first %}
{%- if content|trim %}
{{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
{%- else %}
{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
{%- endif %}
{%- else %}
{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
{%- endif %}
{%- if tool_call.arguments is defined and tool_call.arguments is mapping %}
{%- if tool_call.arguments|length > 0 %}
{%- for args_name in tool_call.arguments %}
{%- set args_value = tool_call.arguments[args_name] %}
{{- '<parameter=' + args_name + '>\n' }}
{%- set args_value = args_value | string if args_value is string else args_value | tojson %}
{{- args_value }}
{{- '\n</parameter>\n' }}
{%- endfor %}
{%- endif %}
{%- elif tool_call.arguments is defined and tool_call.arguments is string %}
{%- if tool_call.arguments|trim|length > 0 %}
{#- Note: raw JSON string arguments are emitted as-is and will not match
the XML parameter format in the tool instructions. Normalize arguments
to a dict in your serving layer before applying this template. -#}
{{- tool_call.arguments }}
{{- '\n' }}
{%- endif %}
{%- endif %}
{{- '</function>\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{%- if not (loop.last and continue_final_message is defined and continue_final_message is true) %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- elif message.role == "tool" %}
{%- if not loop.previtem or (loop.previtem.role != "tool" and loop.previtem.role != "assistant") %}
{{- raise_exception('A tool message must follow an assistant or tool message.') }}
{%- endif %}
{%- if loop.previtem and loop.previtem.role != "tool" %}
{{- '<|im_start|>user' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- content }}
{{- '\n</tool_response>' }}
{%- if not loop.last and loop.nextitem.role != "tool" %}
{{- '<|im_end|>\n' }}
{%- elif loop.last %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- else %}
{{- raise_exception('Unexpected message role.') }}
{%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- if ns_flags.enable_thinking is false %}
{{- '<think>\n\n</think>\n\n' }}
{%- else %}
{{- '<think>\n' }}
{%- endif %}
{%- endif %}
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