Cloudflare/clef

hf Cloudflare/clef 2 sources, 7 claims · Watch

What each source says

Property Source Said Means here

Author

author

not compared

GGUF quantisations

abenzerps

receipt

Source: GGUF quantisations
Its words: abenzerps
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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      "qwen3.5",
      "multimodal",
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      "cloudflare"
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  "createdAt": "2026-10-01T18:56:09.000Z",
  "downloads": 1302,
  "gated": false,
  "id": "abenzerps/Clef-GGUF",
  "lastModified": "2026-10-02T04:18:57.000Z",
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  "tags": [
    "gguf",
    "llama.cpp",
    "qwen3.5",
    "multimodal",
    "clef",
    "cloudflare",
    "image-text-to-text",
    "conversational",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix"
  ]
}

—

Author

author

not compared

bartowski

receipt

Source: GGUF quantisations
Its words: bartowski
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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  "id": "bartowski/Cloudflare_clef-GGUF",
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    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "image-text-to-text",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ]
}

—

Author

author

not compared

ggml-org

receipt

Source: GGUF quantisations
Its words: ggml-org
Read by: field:author
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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}

—

Author

author

not compared

prithivMLmods

receipt

Source: GGUF quantisations
Its words: prithivMLmods
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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}

—

Author

author

not compared

taurusduan

receipt

Source: GGUF quantisations
Its words: taurusduan
Read by: field:author
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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      "rfilename": "layouts/Cloudflare_clef-Q3_K_S.layout.json"
    },
    {
      "rfilename": "layouts/Cloudflare_clef-Q3_K_S.tensor-types.txt"
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    {
      "rfilename": "layouts/Cloudflare_clef-Q4_K_L.layout.json"
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      "rfilename": "layouts/Cloudflare_clef-Q6_K_S.layout.json"
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    },
    {
      "rfilename": "mmproj-Cloudflare_clef-f16.gguf"
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  ],
  "tags": [
    "gguf",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "image-text-to-text",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ]
}

—

Author

author

not compared

trevest

receipt

Source: GGUF quantisations
Its words: trevest
Read by: field:author
Said since: 2026-10-03 06:07 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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    "base_model:adapter:Cloudflare/clef",
    "license:apache-2.0",
    "region:us"
  ]
}

—

Author

author

not compared

Hugging Face models

Cloudflare

receipt

Source: Hugging Face models
Its words: Cloudflare
Read by: field:author
Said since: 2026-10-02 12:02 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.8-27B",
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    "pipeline_tag": "image-text-to-text",
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  },
  "config": {
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      "Qwen3_5ForConditionalGeneration"
    ],
    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
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  "pipeline_tag": "image-text-to-text",
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  "usedStorage": 54989721117,
  "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."
    }
  ]
}

—

Base

base

GGUF quantisations

Cloudflare/clef

receipt

Source: GGUF quantisations
Its words: Cloudflare/clef
Read by: field:cardData.base_model[]
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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—

Base

base

Cloudflare/clef, Qwen/Qwen3.8-27B

receipt

Source: GGUF quantisations
Its words: Cloudflare/clef, Qwen/Qwen3.8-27B
Read by: field:cardData.base_model[]
Said since: 2026-10-03 06:07 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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—

Downloads

downloads

not compared

GGUF quantisations

receipt

Source: GGUF quantisations
Its words: 11
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	11
2026-10-03 06:07 UTC	0

What the source handed over

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—

Downloads

downloads

not compared

1302

receipt

Source: GGUF quantisations
Its words: 1302
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	1302
2026-10-02 12:01 UTC	810

What the source handed over

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—

Downloads

downloads

not compared

16742

receipt

Source: GGUF quantisations
Its words: 16742
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	16742
2026-10-02 12:01 UTC	772

What the source handed over

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}

—

Downloads

downloads

not compared

1873

receipt

Source: GGUF quantisations
Its words: 1873
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	1873
2026-10-02 18:04 UTC	0

What the source handed over

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    "region:us",
    "imatrix",
    "conversational"
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}

—

Downloads

downloads

not compared

415

receipt

Source: GGUF quantisations
Its words: 415
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	415
2026-10-02 18:04 UTC	0

What the source handed over

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}

—

Downloads

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439

receipt

Source: GGUF quantisations
Its words: 439
Read by: field:downloads
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	439
2026-10-02 12:01 UTC	274

What the source handed over

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}

—

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2620

receipt

Source: Hugging Face models
Its words: 2620
Read by: field:downloads
Said since: 2026-10-03 18:10 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

2026-10-03 18:10 UTC	2620
2026-10-02 12:02 UTC	824

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
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  "config": {
    "architectures": [
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    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
    "model_type": "qwen3_5",
    "tokenizer_config": {
      "bos_token": null,
      "eos_token": "<|im_end|>",
      "pad_token": "<|endoftext|>",
      "unk_token": null
    }
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  "createdAt": "2026-09-30T21:15:35.000Z",
  "disabled": false,
  "downloads": 2620,
  "gated": false,
  "id": "Cloudflare/clef",
  "lastModified": "2026-10-01T15:23:46.000Z",
  "library_name": "transformers",
  "likes": 945,
  "model-index": null,
  "modelId": "Cloudflare/clef",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 27356728560
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  "sha": "2f3de3dd85f379784083b0814d997ab627200f0c",
  "siblings": [
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      "rfilename": ".gitattributes"
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    {
      "rfilename": "LICENSE"
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      "rfilename": "chat_template.jinja"
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  "spaces": [
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    "hugging-apps/clef-decision-model",
    "modelpulse/model-pulse",
    "akhaliq/clef-decision-workflow",
    "burhanyilmaz/clef-playground"
  ],
  "tags": [
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    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.8-27B",
    "base_model:finetune:Qwen/Qwen3.8-27B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 54989721117,
  "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

gated

Hugging Face models

false

receipt

Source: Hugging Face models
Its words: false
Read by: field:gated
Said since: 2026-10-02 12:02 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.8-27B",
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    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.8",
      "post-train",
      "image-text-to-typed-output",
      "multimodal",
      "structured-output",
      "classification",
      "custom-code"
    ]
  },
  "config": {
    "architectures": [
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    ],
    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
    "model_type": "qwen3_5",
    "tokenizer_config": {
      "bos_token": null,
      "eos_token": "<|im_end|>",
      "pad_token": "<|endoftext|>",
      "unk_token": null
    }
  },
  "createdAt": "2026-09-30T21:15:35.000Z",
  "disabled": false,
  "downloads": 2620,
  "gated": false,
  "id": "Cloudflare/clef",
  "lastModified": "2026-10-01T15:23:46.000Z",
  "library_name": "transformers",
  "likes": 945,
  "model-index": null,
  "modelId": "Cloudflare/clef",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 27356728560
    },
    "total": 27356728560
  },
  "sha": "2f3de3dd85f379784083b0814d997ab627200f0c",
  "siblings": [
    {
      "rfilename": ".gitattributes"
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    {
      "rfilename": "LICENSE"
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    {
      "rfilename": "README.md"
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    {
      "rfilename": "chat_template.jinja"
    },
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      "rfilename": "generation_config.json"
    },
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      "rfilename": "joint_head.safetensors"
    },
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      "rfilename": "joint_head_config.json"
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      "rfilename": "model-00009-of-00012.safetensors"
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      "rfilename": "model.safetensors.index.json"
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    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "hugging-apps/clef-decision-model",
    "modelpulse/model-pulse",
    "akhaliq/clef-decision-workflow",
    "burhanyilmaz/clef-playground"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.8-27B",
    "base_model:finetune:Qwen/Qwen3.8-27B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 54989721117,
  "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

licence

GGUF quantisations

apache-2.0

receipt

Source: GGUF quantisations
Its words: apache-2.0
Read by: field:cardData.license
Said since: 2026-10-03 06:07 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

{
  "_id": "6ac07425d3166d0404c204c6",
  "author": "trevest",
  "cardData": {
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      "Cloudflare/clef",
      "Qwen/Qwen3.8-27B"
    ],
    "base_model_relation": "adapter",
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    "license": "apache-2.0",
    "tags": [
      "clef",
      "lora",
      "gguf",
      "llama.cpp",
      "decision-model",
      "classification"
    ]
  },
  "createdAt": "2026-10-03T03:19:01.000Z",
  "downloads": 11,
  "gated": false,
  "id": "trevest/Qwen3.8-27B-Clef-LoRA-GGUF",
  "lastModified": "2026-10-03T03:19:31.000Z",
  "library_name": "gguf",
  "likes": 0,
  "modelId": "trevest/Qwen3.8-27B-Clef-LoRA-GGUF",
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  "siblings": [
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    {
      "rfilename": "clef-lora-f16.gguf"
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      "rfilename": "joint_head.safetensors"
    },
    {
      "rfilename": "joint_head_config.json"
    },
    {
      "rfilename": "tokenizer.json"
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  ],
  "tags": [
    "gguf",
    "clef",
    "lora",
    "llama.cpp",
    "decision-model",
    "classification",
    "base_model:Cloudflare/clef",
    "base_model:adapter:Cloudflare/clef",
    "license:apache-2.0",
    "region:us"
  ]
}

—

Licence

licence

Hugging Face models

apache-2.0

receipt

Source: Hugging Face models
Its words: apache-2.0
Read by: field:cardData.license
Said since: 2026-10-02 12:02 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.8-27B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.8",
      "post-train",
      "image-text-to-typed-output",
      "multimodal",
      "structured-output",
      "classification",
      "custom-code"
    ]
  },
  "config": {
    "architectures": [
      "Qwen3_5ForConditionalGeneration"
    ],
    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
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      "text": "Hi, what can you help me with?"
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    {
      "text": "What is 84 * 3 / 2?"
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}

—

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Source: GGUF quantisations
Its words: 0
Read by: field:likes
Said since: 2026-10-03 06:07 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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Source: GGUF quantisations
Its words: 1
Read by: field:likes
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

What the source handed over

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2026-10-03 18:10 UTC	14
2026-10-03 12:09 UTC	13
2026-10-02 18:04 UTC	8
2026-10-02 12:01 UTC	4

What the source handed over

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      "rfilename": "layouts/Cloudflare_clef-Q6_K_S.tensor-types.txt"
    },
    {
      "rfilename": "mmproj-Cloudflare_clef-bf16.gguf"
    },
    {
      "rfilename": "mmproj-Cloudflare_clef-f16.gguf"
    }
  ],
  "tags": [
    "gguf",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "image-text-to-text",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ]
}

—

Likes

likes

not compared

receipt

Source: GGUF quantisations
Its words: 4
Read by: field:likes
Said since: 2026-10-03 12:09 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 12:09 UTC	4
2026-10-02 12:01 UTC	3

What the source handed over

{
  "_id": "6abeacc95c95662ec5e4a699",
  "author": "abenzerps",
  "cardData": {
    "base_model": "Cloudflare/clef",
    "base_model_relation": "quantized",
    "library_name": "gguf",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "gguf",
      "llama.cpp",
      "qwen3.5",
      "multimodal",
      "clef",
      "cloudflare"
    ]
  },
  "createdAt": "2026-10-01T18:56:09.000Z",
  "downloads": 1302,
  "gated": false,
  "id": "abenzerps/Clef-GGUF",
  "lastModified": "2026-10-02T04:18:57.000Z",
  "library_name": "gguf",
  "likes": 4,
  "modelId": "abenzerps/Clef-GGUF",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "sha": "9b841b43d7c4ff0b6d844d3136e8c75a59a84d5c",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": "README.md"
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    {
      "rfilename": "SHA256SUMS"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "clef-IQ1_M.gguf"
    },
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      "rfilename": "clef-IQ2_M.gguf"
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      "rfilename": "clef-IQ3_M.gguf"
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      "rfilename": "clef-NVFP4.safetensors"
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      "rfilename": "clef-Q2_K.gguf"
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      "rfilename": "clef-Q4_0.gguf"
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      "rfilename": "clef-Q8_0.gguf"
    },
    {
      "rfilename": "clef-fp8.safetensors"
    },
    {
      "rfilename": "clef-mmproj-BF16.gguf"
    }
  ],
  "tags": [
    "gguf",
    "llama.cpp",
    "qwen3.5",
    "multimodal",
    "clef",
    "cloudflare",
    "image-text-to-text",
    "conversational",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix"
  ]
}

—

Likes

likes

not compared

receipt

Source: GGUF quantisations
Its words: 8
Read by: field:likes
Said since: 2026-10-03 18:10 UTC
Last answered: 2026-10-03 18:10 UTC
Original: open at the source

2026-10-03 18:10 UTC	8
2026-10-03 12:09 UTC	7
2026-10-03 06:07 UTC	3
2026-10-03 00:06 UTC	2
2026-10-02 18:04 UTC	0

What the source handed over

{
  "_id": "6abfeb2e137f93e0797cfa6c",
  "author": "ggml-org",
  "cardData": {
    "base_model": [
      "Cloudflare/clef"
    ],
    "license": "apache-2.0",
    "pipeline_tag": "zero-shot-classification",
    "tags": [
      "gguf",
      "quantized",
      "decision-model"
    ]
  },
  "createdAt": "2026-10-02T17:34:38.000Z",
  "downloads": 415,
  "gated": false,
  "id": "ggml-org/Clef-GGUF",
  "lastModified": "2026-10-02T17:35:29.000Z",
  "likes": 8,
  "modelId": "ggml-org/Clef-GGUF",
  "pipeline_tag": "zero-shot-classification",
  "private": false,
  "sha": "5f70656b6670c65eb85ad07a11efe211b5f211bd",
  "siblings": [
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      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".src_sha"
    },
    {
      "rfilename": "Clef-BF16.gguf"
    },
    {
      "rfilename": "Clef-Q4_K_M.gguf"
    },
    {
      "rfilename": "Clef-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "convert.log"
    }
  ],
  "tags": [
    "gguf",
    "quantized",
    "decision-model",
    "zero-shot-classification",
    "base_model:Cloudflare/clef",
    "base_model:quantized:Cloudflare/clef",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

Likes

likes

not compared

Hugging Face models

945

receipt

Source: Hugging Face models
Its words: 945
Read by: field:likes
Said since: 2026-10-03 18:10 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

2026-10-03 18:10 UTC	945
2026-10-03 06:07 UTC	827
2026-10-03 00:06 UTC	771
2026-10-02 12:02 UTC	544

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.8-27B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.8",
      "post-train",
      "image-text-to-typed-output",
      "multimodal",
      "structured-output",
      "classification",
      "custom-code"
    ]
  },
  "config": {
    "architectures": [
      "Qwen3_5ForConditionalGeneration"
    ],
    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
    "model_type": "qwen3_5",
    "tokenizer_config": {
      "bos_token": null,
      "eos_token": "<|im_end|>",
      "pad_token": "<|endoftext|>",
      "unk_token": null
    }
  },
  "createdAt": "2026-09-30T21:15:35.000Z",
  "disabled": false,
  "downloads": 2620,
  "gated": false,
  "id": "Cloudflare/clef",
  "lastModified": "2026-10-01T15:23:46.000Z",
  "library_name": "transformers",
  "likes": 945,
  "model-index": null,
  "modelId": "Cloudflare/clef",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 27356728560
    },
    "total": 27356728560
  },
  "sha": "2f3de3dd85f379784083b0814d997ab627200f0c",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": "LICENSE"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "generation_config.json"
    },
    {
      "rfilename": "joint_head.safetensors"
    },
    {
      "rfilename": "joint_head_config.json"
    },
    {
      "rfilename": "joint_schema_model.py"
    },
    {
      "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.safetensors.index.json"
    },
    {
      "rfilename": "processor_config.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "hugging-apps/clef-decision-model",
    "modelpulse/model-pulse",
    "akhaliq/clef-decision-workflow",
    "burhanyilmaz/clef-playground"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.8-27B",
    "base_model:finetune:Qwen/Qwen3.8-27B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 54989721117,
  "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

task

Hugging Face models

image-text-to-text

receipt

Source: Hugging Face models
Its words: image-text-to-text
Read by: field:pipeline_tag
Said since: 2026-10-02 12:02 UTC
Last answered: 2026-10-03 18:16 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef",
  "_id": "6abd7bf73b342d55f8776279",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.8-27B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.8",
      "post-train",
      "image-text-to-typed-output",
      "multimodal",
      "structured-output",
      "classification",
      "custom-code"
    ]
  },
  "config": {
    "architectures": [
      "Qwen3_5ForConditionalGeneration"
    ],
    "chat_template_jinja": "{%- 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{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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        {%- if content %}\n            {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + content + '<|im_end|>\\n' }}\n        {%- elif reasoning_instructions %}\n            {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|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        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or 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 and tool_call.arguments != '' %}\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 %}",
    "model_type": "qwen3_5",
    "tokenizer_config": {
      "bos_token": null,
      "eos_token": "<|im_end|>",
      "pad_token": "<|endoftext|>",
      "unk_token": null
    }
  },
  "createdAt": "2026-09-30T21:15:35.000Z",
  "disabled": false,
  "downloads": 2620,
  "gated": false,
  "id": "Cloudflare/clef",
  "lastModified": "2026-10-01T15:23:46.000Z",
  "library_name": "transformers",
  "likes": 945,
  "model-index": null,
  "modelId": "Cloudflare/clef",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 27356728560
    },
    "total": 27356728560
  },
  "sha": "2f3de3dd85f379784083b0814d997ab627200f0c",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": "LICENSE"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "generation_config.json"
    },
    {
      "rfilename": "joint_head.safetensors"
    },
    {
      "rfilename": "joint_head_config.json"
    },
    {
      "rfilename": "joint_schema_model.py"
    },
    {
      "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.safetensors.index.json"
    },
    {
      "rfilename": "processor_config.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "hugging-apps/clef-decision-model",
    "modelpulse/model-pulse",
    "akhaliq/clef-decision-workflow",
    "burhanyilmaz/clef-playground"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.8",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.8-27B",
    "base_model:finetune:Qwen/Qwen3.8-27B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 54989721117,
  "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."
    }
  ]
}

—

model

Cloudflare/clef

zetlyn/models-hf · 2026-09-30

author Cloudflare downloads 2620 gated false licence apache-2.0 likes 945 task image-text-to-text

source

quantisation

trevest/Qwen3.8-27B-Clef-LoRA-GGUF zetlyn/models-gguf · 2026-10-03	author trevest base Cloudflare/clef, Qwen/Qwen3.8-27B downloads 11 licence apache-2.0 likes 0	source
taurusduan/Cloudflare_clef-GGUF zetlyn/models-gguf · 2026-10-02	author taurusduan base Cloudflare/clef downloads 1873 licence apache-2.0 likes 0	source
abenzerps/Clef-GGUF zetlyn/models-gguf · 2026-10-01	author abenzerps base Cloudflare/clef downloads 1302 licence apache-2.0 likes 4	source
prithivMLmods/clef-GGUF zetlyn/models-gguf · 2026-10-01	author prithivMLmods base Cloudflare/clef downloads 439 licence apache-2.0 likes 1	source
ggml-org/Clef-GGUF zetlyn/models-gguf · 2026-10-02	author ggml-org base Cloudflare/clef downloads 415 licence apache-2.0 likes 8	source
bartowski/Cloudflare_clef-GGUF zetlyn/models-gguf · 2026-10-01	author bartowski base Cloudflare/clef downloads 16742 licence apache-2.0 likes 14	source