DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
zetlyn/models-hf model hf DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP known 2026-07-28
https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
Properties
| author | DavidAUreceipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"_id": "6a67ffef98454955a70d6786",
"author": "DavidAU",
"cardData": {
"base_model": [
"Qwen/Qwen3.6-27B"
],
"datasets": [
"DavidAU/Polar-STRICT-Datasets",
"DavidAU/F451-STRICT-Datasets"
],
"language": [
"en",
"zh"
],
"library_name": "transformers",
"license": "apache-2.0",
"pipeline_tag": "image-text-to-text",
"tags": [
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"all use cases",
"multi-stage-tune",
"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
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{
"rfilename": "chat_template-instruct.jinja"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
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{
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{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
"transformers",
"safetensors",
"qwen3_5",
"image-text-to-text",
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"multi-stage-tune",
"multi-state-merge",
"conversational",
"en",
"zh",
"dataset:DavidAU/Polar-STRICT-Datasets",
"dataset:DavidAU/F451-STRICT-Datasets",
"base_model:Qwen/Qwen3.6-27B",
"base_model:finetune:Qwen/Qwen3.6-27B",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | ||||||
|---|---|---|---|---|---|---|---|
| downloads | 2179receipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"_id": "6a67ffef98454955a70d6786",
"author": "DavidAU",
"cardData": {
"base_model": [
"Qwen/Qwen3.6-27B"
],
"datasets": [
"DavidAU/Polar-STRICT-Datasets",
"DavidAU/F451-STRICT-Datasets"
],
"language": [
"en",
"zh"
],
"library_name": "transformers",
"license": "apache-2.0",
"pipeline_tag": "image-text-to-text",
"tags": [
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"all use cases",
"multi-stage-tune",
"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
},
{
"rfilename": "chat_template-instruct.jinja"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
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{
"rfilename": "model-00002-of-00012.safetensors"
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"rfilename": "model-00003-of-00012.safetensors"
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{
"rfilename": "model-mtp-restored.safetensors"
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{
"rfilename": "model.safetensors.index.json"
},
{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
"transformers",
"safetensors",
"qwen3_5",
"image-text-to-text",
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"multi-stage-tune",
"multi-state-merge",
"conversational",
"en",
"zh",
"dataset:DavidAU/Polar-STRICT-Datasets",
"dataset:DavidAU/F451-STRICT-Datasets",
"base_model:Qwen/Qwen3.6-27B",
"base_model:finetune:Qwen/Qwen3.6-27B",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | ||||||
| gated | falsereceipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"_id": "6a67ffef98454955a70d6786",
"author": "DavidAU",
"cardData": {
"base_model": [
"Qwen/Qwen3.6-27B"
],
"datasets": [
"DavidAU/Polar-STRICT-Datasets",
"DavidAU/F451-STRICT-Datasets"
],
"language": [
"en",
"zh"
],
"library_name": "transformers",
"license": "apache-2.0",
"pipeline_tag": "image-text-to-text",
"tags": [
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"all use cases",
"multi-stage-tune",
"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
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{
"rfilename": "chat_template-instruct.jinja"
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{
"rfilename": "chat_template.jinja"
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{
"rfilename": "config.json"
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{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
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{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
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"all use cases",
"coder",
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"writing",
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"license:apache-2.0",
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],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | ||||||
| licence | apache-2.0receipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
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"language": [
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],
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"pipeline_tag": "image-text-to-text",
"tags": [
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"roleplaying",
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"all use cases",
"multi-stage-tune",
"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
},
{
"rfilename": "chat_template-instruct.jinja"
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{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
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{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
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{
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},
{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
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"heretic",
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"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"multi-stage-tune",
"multi-state-merge",
"conversational",
"en",
"zh",
"dataset:DavidAU/Polar-STRICT-Datasets",
"dataset:DavidAU/F451-STRICT-Datasets",
"base_model:Qwen/Qwen3.6-27B",
"base_model:finetune:Qwen/Qwen3.6-27B",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | ||||||
| likes | 100receipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"_id": "6a67ffef98454955a70d6786",
"author": "DavidAU",
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],
"language": [
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"zh"
],
"library_name": "transformers",
"license": "apache-2.0",
"pipeline_tag": "image-text-to-text",
"tags": [
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"uncensored",
"abliterated",
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"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
},
{
"rfilename": "chat_template-instruct.jinja"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
},
{
"rfilename": "model-00002-of-00012.safetensors"
},
{
"rfilename": "model-00003-of-00012.safetensors"
},
{
"rfilename": "model-00004-of-00012.safetensors"
},
{
"rfilename": "model-00005-of-00012.safetensors"
},
{
"rfilename": "model-00006-of-00012.safetensors"
},
{
"rfilename": "model-00007-of-00012.safetensors"
},
{
"rfilename": "model-00008-of-00012.safetensors"
},
{
"rfilename": "model-00009-of-00012.safetensors"
},
{
"rfilename": "model-00010-of-00012.safetensors"
},
{
"rfilename": "model-00011-of-00012.safetensors"
},
{
"rfilename": "model-00012-of-00012.safetensors"
},
{
"rfilename": "model-mtp-restored.safetensors"
},
{
"rfilename": "model.safetensors.index.json"
},
{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
"transformers",
"safetensors",
"qwen3_5",
"image-text-to-text",
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"multi-stage-tune",
"multi-state-merge",
"conversational",
"en",
"zh",
"dataset:DavidAU/Polar-STRICT-Datasets",
"dataset:DavidAU/F451-STRICT-Datasets",
"base_model:Qwen/Qwen3.6-27B",
"base_model:finetune:Qwen/Qwen3.6-27B",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | ||||||
| task | image-text-to-textreceipt
What the source handed over{
"_asked": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"_id": "6a67ffef98454955a70d6786",
"author": "DavidAU",
"cardData": {
"base_model": [
"Qwen/Qwen3.6-27B"
],
"datasets": [
"DavidAU/Polar-STRICT-Datasets",
"DavidAU/F451-STRICT-Datasets"
],
"language": [
"en",
"zh"
],
"library_name": "transformers",
"license": "apache-2.0",
"pipeline_tag": "image-text-to-text",
"tags": [
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"all use cases",
"multi-stage-tune",
"multi-state-merge"
]
},
"config": {
"architectures": [
"Qwen3_5ForConditionalGeneration"
],
"chat_template_jinja": "{%- set preserve_thinking = true %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id is defined and add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if '<|think_off|>' in content %}\n {%- set ns_flags.enable_thinking = false %}\n {%- set content = content.replace('<|think_off|>', '') %}\n {%- endif %}\n {%- if '<|think_on|>' in content %}\n {%- set ns_flags.enable_thinking = true %}\n {%- set content = content.replace('<|think_on|>', '') %}\n {%- endif %}\n {%- if '<|think_forget|>' in content %}\n {%- set ns_flags.preserve_thinking = false %}\n {%- set content = content.replace('<|think_forget|>', '') %}\n {%- endif %}\n {%- if '<|think_remember|>' in content %}\n {%- set ns_flags.preserve_thinking = true %}\n {%- set content = content.replace('<|think_remember|>', '') %}\n {%- endif %}\n {%- set content = content.strip() %}\n {%- if message.role == \"system\" or message.role == \"developer\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set has_think_tag = false %}\n {%- set think_end_token = '</think>' %}\n {%- if '</think>' in content %}\n {%- set has_think_tag = true %}\n {%- elif '</thinking>' in content %}\n {%- set has_think_tag = true %}\n {%- set think_end_token = '</thinking>' %}\n {%- elif '<think>' in content %}\n {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n {%- set content = '' %}\n {%- endif %}\n {%- if has_think_tag %}\n {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content|trim %}\n {%- set show_think = false %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- set show_think = true %}\n {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %}\n {%- set show_think = true %}\n {%- endif %}\n {%- if show_think %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n {%- if tool_call.arguments|length > 0 %}\n {%- for args_name in tool_call.arguments %}\n {%- set args_value = tool_call.arguments[args_name] %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n {%- if tool_call.arguments|trim|length > 0 %}\n {{- tool_call.arguments }}\n {{- '\\n' }}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if ns_flags.enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}\n",
"model_type": "qwen3_5",
"tokenizer_config": {
"bos_token": null,
"chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n {%- if content is string %}\n {{- content }}\n {%- elif content is iterable and content is not mapping %}\n {%- for item in content %}\n {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain images.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Picture ' ~ image_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n {%- elif 'video' in item or item.type == 'video' %}\n {%- if is_system_content %}\n {{- raise_exception('System message cannot contain videos.') }}\n {%- endif %}\n {%- if do_vision_count %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- endif %}\n {%- if add_vision_id %}\n {{- 'Video ' ~ video_count.value ~ ': ' }}\n {%- endif %}\n {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n {%- elif 'text' in item %}\n {{- item.text }}\n {%- else %}\n {{- raise_exception('Unexpected item type in content.') }}\n {%- endif %}\n {%- endfor %}\n {%- elif content is none or content is undefined %}\n {{- '' }}\n {%- else %}\n {{- raise_exception('Unexpected content type.') }}\n {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n {{- '<|im_start|>system\\n' }}\n {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {%- if content %}\n {{- '\\n\\n' + content }}\n {%- endif %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {%- set content = render_content(messages[0].content, false, true)|trim %}\n {{- '<|im_start|>system\\n' + 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\" %}\n {%- set content = render_content(message.content, false)|trim %}\n {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n {%- set content = render_content(message.content, true)|trim %}\n {%- if message.role == \"system\" %}\n {%- if not loop.first %}\n {{- raise_exception('System message must be at the beginning.') }}\n {%- endif %}\n {%- elif message.role == \"user\" %}\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 {%- set reasoning_content = reasoning_content|trim %}\n {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {%- if loop.first %}\n {%- if content|trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- endif %}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- raise_exception('Unexpected message role.') }}\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 {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}",
"eos_token": "<|im_end|>",
"pad_token": "<|endoftext|>",
"unk_token": null
}
},
"createdAt": "2026-07-28T01:03:43.000Z",
"disabled": false,
"downloads": 2179,
"gated": false,
"id": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"inference": "warm",
"lastModified": "2026-09-16T23:53:24.000Z",
"library_name": "transformers",
"likes": 100,
"model-index": null,
"modelId": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP",
"pipeline_tag": "image-text-to-text",
"private": false,
"safetensors": {
"parameters": {
"BF16": 27781427952
},
"total": 27781427952
},
"sha": "21eec38008f5ba1169e93b55e0b60e2316073da5",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "FF711-bench2.png"
},
{
"rfilename": "README.md"
},
{
"rfilename": "chat_template-instruct.jinja"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "ff711-benches.png"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "model-00001-of-00012.safetensors"
},
{
"rfilename": "model-00002-of-00012.safetensors"
},
{
"rfilename": "model-00003-of-00012.safetensors"
},
{
"rfilename": "model-00004-of-00012.safetensors"
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{
"rfilename": "model-00005-of-00012.safetensors"
},
{
"rfilename": "model-00006-of-00012.safetensors"
},
{
"rfilename": "model-00007-of-00012.safetensors"
},
{
"rfilename": "model-00008-of-00012.safetensors"
},
{
"rfilename": "model-00009-of-00012.safetensors"
},
{
"rfilename": "model-00010-of-00012.safetensors"
},
{
"rfilename": "model-00011-of-00012.safetensors"
},
{
"rfilename": "model-00012-of-00012.safetensors"
},
{
"rfilename": "model-mtp-restored.safetensors"
},
{
"rfilename": "model.safetensors.index.json"
},
{
"rfilename": "preprocessor_config.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "valhalla.webp"
},
{
"rfilename": "video_preprocessor_config.json"
},
{
"rfilename": "vocab.json"
}
],
"spaces": [
"tardellirs/model-pulse",
"dallaspage/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"kirikir13/dr_studios_dreammachine_v3pro",
"ekarahmawatimgl/qwen36-27b-fable-q8",
"Dennisthemennis69/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-neo-max-mtp-gguf",
"imachesspiece/qwen36-27b-agent",
"localellm/WebGPU-qwen3-6-27b-fable-fusion-711-uncensored-heretic-nm-dau-mtp-i1-gguf"
],
"tags": [
"transformers",
"safetensors",
"qwen3_5",
"image-text-to-text",
"unsloth",
"fine tune",
"heretic",
"uncensored",
"abliterated",
"ara",
"MTP GGUF Quants",
"Regular GGUF Quants",
"qwen3.6",
"multi-stage tuned",
"thinking",
"reasoning",
"all use cases",
"coder",
"creative",
"creative writing",
"all genres",
"story",
"writing",
"fiction",
"roleplaying",
"bfloat16",
"multi-stage-tune",
"multi-state-merge",
"conversational",
"en",
"zh",
"dataset:DavidAU/Polar-STRICT-Datasets",
"dataset:DavidAU/F451-STRICT-Datasets",
"base_model:Qwen/Qwen3.6-27B",
"base_model:finetune:Qwen/Qwen3.6-27B",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForMultimodalLM",
"pipeline_tag": "image-text-to-text",
"processor": "AutoProcessor"
},
"usedStorage": 55587606201,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} |
Text
This source's terms allow its title, its values and a link here, not its text. It is at https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP.