Cloudflare/clef-flash

hf Cloudflare/clef-flash 2 sources, 11 claims · Watch

What each source says

Property Source Said Means here

Author

author

not compared

GGUF quantisations

Livesport

receipt

Source: GGUF quantisations
Its words: Livesport
Read by: field:author
Said since: 2026-10-03 00:06 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "license": "apache-2.0",
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      "qwen3.5"
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  "downloads": 208,
  "gated": false,
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  "lastModified": "2026-10-02T22:40:40.000Z",
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  "likes": 0,
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    "qwen3.5",
    "text-classification",
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    "cs",
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  ]
}

—

Author

author

not compared

NANI-Nithin

receipt

Source: GGUF quantisations
Its words: NANI-Nithin
Read by: field:author
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

Author

author

not compared

OlyMahmud

receipt

Source: GGUF quantisations
Its words: OlyMahmud
Read by: field:author
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

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: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "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: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

Author

author

not compared

jadidbourbaki

receipt

Source: GGUF quantisations
Its words: jadidbourbaki
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

Author

author

not compared

midagedev

receipt

Source: GGUF quantisations
Its words: midagedev
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

Author

author

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prithivMLmods

receipt

Source: GGUF quantisations
Its words: prithivMLmods
Read by: field:author
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "custom-code",
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    "base_model:quantized:Cloudflare/clef-flash",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

Author

author

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taurusduan

receipt

Source: GGUF quantisations
Its words: taurusduan
Read by: field:author
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

Author

author

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thomasgauthier

receipt

Source: GGUF quantisations
Its words: thomasgauthier
Read by: field:author
Said since: 2026-10-02 18:04 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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    "conversational"
  ]
}

—

Author

author

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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: 2026-10-04 18:21 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef-flash",
  "_id": "6abd7bf8a155a7de05c61dd0",
  "author": "Cloudflare",
  "cardData": {
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    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.5",
      "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{%- 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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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": "2026-09-30T21:15:36.000Z",
  "disabled": false,
  "downloads": 6372,
  "gated": false,
  "id": "Cloudflare/clef-flash",
  "lastModified": "2026-10-01T15:23:49.000Z",
  "library_name": "transformers",
  "likes": 411,
  "model-index": null,
  "modelId": "Cloudflare/clef-flash",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 9409813744
    },
    "total": 9409813744
  },
  "sha": "17f0b0ad64efb65d273590632833508766b2aae6",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": "LICENSE"
    },
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      "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-00004.safetensors"
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      "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-flash

receipt

Source: GGUF quantisations
Its words: Cloudflare/clef-flash
Read by: field:cardData.base_model[]
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 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: 0
Read by: field:downloads
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

Downloads

downloads

not compared

10014

receipt

Source: GGUF quantisations
Its words: 10014
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	10014
2026-10-03 12:09 UTC	6369
2026-10-02 12:01 UTC	3011

What the source handed over

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    "conversational"
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}

—

Downloads

downloads

not compared

119

receipt

Source: GGUF quantisations
Its words: 119
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	119
2026-10-03 12:09 UTC	81
2026-10-02 18:04 UTC	0

What the source handed over

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}

—

Downloads

downloads

not compared

153

receipt

Source: GGUF quantisations
Its words: 153
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	153
2026-10-03 12:09 UTC	97
2026-10-02 18:04 UTC	0

What the source handed over

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}

—

Downloads

downloads

not compared

1531

receipt

Source: GGUF quantisations
Its words: 1531
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	1531
2026-10-03 12:09 UTC	1347
2026-10-02 18:04 UTC	0

What the source handed over

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}

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208

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Source: GGUF quantisations
Its words: 208
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	208
2026-10-03 12:09 UTC	94
2026-10-03 00:06 UTC	0

What the source handed over

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—

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3458

receipt

Source: GGUF quantisations
Its words: 3458
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	3458
2026-10-03 12:09 UTC	544
2026-10-02 18:04 UTC	0

What the source handed over

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—

Downloads

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983

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Source: GGUF quantisations
Its words: 983
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 12:16 UTC	983
2026-10-03 12:09 UTC	898
2026-10-02 12:01 UTC	487

What the source handed over

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6372

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Source: Hugging Face models
Its words: 6372
Read by: field:downloads
Said since: 2026-10-04 12:16 UTC
Last answered: 2026-10-04 18:21 UTC
Original: open at the source

2026-10-04 12:16 UTC	6372
2026-10-03 18:10 UTC	4310
2026-10-02 12:02 UTC	1303

What the source handed over

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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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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": "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: 2026-10-04 18:21 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef-flash",
  "_id": "6abd7bf8a155a7de05c61dd0",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.5-9B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.5",
      "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{%- 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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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|>",
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    }
  },
  "createdAt": "2026-09-30T21:15:36.000Z",
  "disabled": false,
  "downloads": 6372,
  "gated": false,
  "id": "Cloudflare/clef-flash",
  "lastModified": "2026-10-01T15:23:49.000Z",
  "library_name": "transformers",
  "likes": 411,
  "model-index": null,
  "modelId": "Cloudflare/clef-flash",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
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    },
    "total": 9409813744
  },
  "sha": "17f0b0ad64efb65d273590632833508766b2aae6",
  "siblings": [
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      "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": "config.json"
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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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    },
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      "rfilename": "model-00001-of-00004.safetensors"
    },
    {
      "rfilename": "model-00002-of-00004.safetensors"
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      "rfilename": "model.safetensors.index.json"
    },
    {
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    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "tardellirs/model-pulse",
    "hugging-apps/clef-flash"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.5",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.5-9B",
    "base_model:finetune:Qwen/Qwen3.5-9B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 19083248461,
  "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: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

{
  "_id": "6abf8f8960285141e1a7c137",
  "author": "midagedev",
  "cardData": {
    "base_model": "Cloudflare/clef-flash",
    "base_model_relation": "quantized",
    "license": "apache-2.0",
    "tags": [
      "clef",
      "decision-model",
      "systemone",
      "gguf",
      "bloomery"
    ]
  },
  "createdAt": "2026-10-02T11:03:37.000Z",
  "downloads": 0,
  "gated": false,
  "id": "midagedev/clef-flash-bloomery",
  "lastModified": "2026-10-02T11:03:39.000Z",
  "likes": 0,
  "modelId": "midagedev/clef-flash-bloomery",
  "private": false,
  "sha": "0fb613b2d0cc7a1cc7e867130b2c3cfa6f61e993",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": "README.md"
    }
  ],
  "tags": [
    "clef",
    "decision-model",
    "systemone",
    "gguf",
    "bloomery",
    "base_model:Cloudflare/clef-flash",
    "base_model:quantized:Cloudflare/clef-flash",
    "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: 2026-10-04 18:21 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef-flash",
  "_id": "6abd7bf8a155a7de05c61dd0",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.5-9B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.5",
      "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{%- 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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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": "2026-09-30T21:15:36.000Z",
  "disabled": false,
  "downloads": 6372,
  "gated": false,
  "id": "Cloudflare/clef-flash",
  "lastModified": "2026-10-01T15:23:49.000Z",
  "library_name": "transformers",
  "likes": 411,
  "model-index": null,
  "modelId": "Cloudflare/clef-flash",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 9409813744
    },
    "total": 9409813744
  },
  "sha": "17f0b0ad64efb65d273590632833508766b2aae6",
  "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-00004.safetensors"
    },
    {
      "rfilename": "model-00002-of-00004.safetensors"
    },
    {
      "rfilename": "model-00003-of-00004.safetensors"
    },
    {
      "rfilename": "model-00004-of-00004.safetensors"
    },
    {
      "rfilename": "model.safetensors.index.json"
    },
    {
      "rfilename": "processor_config.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
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    },
    {
      "text": "What is 84 * 3 / 2?"
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      "text": "Tell me an interesting fact about the universe!"
    },
    {
      "text": "Explain quantum computing in simple terms."
    }
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}

—

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GGUF quantisations

receipt

Source: GGUF quantisations
Its words: 0
Read by: field:likes
Said since: 2026-10-02 12:01 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

What the source handed over

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}

—

Likes

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receipt

Source: GGUF quantisations
Its words: 1
Read by: field:likes
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 18:16 UTC	1
2026-10-02 18:04 UTC	0

What the source handed over

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}

—

Likes

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receipt

Source: GGUF quantisations
Its words: 13
Read by: field:likes
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 18:16 UTC	13
2026-10-04 06:13 UTC	11
2026-10-03 18:10 UTC	10
2026-10-03 12:09 UTC	9
2026-10-03 06:07 UTC	7
2026-10-03 00:06 UTC	2
2026-10-02 18:04 UTC	0

What the source handed over

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    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

Likes

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Source: GGUF quantisations
Its words: 29
Read by: field:likes
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 18:16 UTC	29
2026-10-04 12:16 UTC	27
2026-10-04 06:13 UTC	26
2026-10-04 00:12 UTC	25
2026-10-03 18:10 UTC	23
2026-10-03 12:09 UTC	21
2026-10-03 06:07 UTC	13
2026-10-03 00:06 UTC	11
2026-10-02 18:04 UTC	9
2026-10-02 12:01 UTC	3

What the source handed over

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    "image-text-to-text",
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    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "conversational"
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}

—

Likes

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receipt

Source: GGUF quantisations
Its words: 3
Read by: field:likes
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:16 UTC
Original: open at the source

2026-10-04 18:16 UTC	3
2026-10-03 12:09 UTC	2
2026-10-02 12:01 UTC	1

What the source handed over

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    "endpoints_compatible",
    "region:us",
    "conversational"
  ]
}

—

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411

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Source: Hugging Face models
Its words: 411
Read by: field:likes
Said since: 2026-10-04 18:16 UTC
Last answered: 2026-10-04 18:21 UTC
Original: open at the source

2026-10-04 18:16 UTC	411
2026-10-04 12:16 UTC	387
2026-10-04 00:12 UTC	357
2026-10-03 18:10 UTC	341
2026-10-03 06:07 UTC	280
2026-10-03 00:06 UTC	258
2026-10-02 12:02 UTC	182

What the source handed over

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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{%- 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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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": "2026-09-30T21:15:36.000Z",
  "disabled": false,
  "downloads": 6372,
  "gated": false,
  "id": "Cloudflare/clef-flash",
  "lastModified": "2026-10-01T15:23:49.000Z",
  "library_name": "transformers",
  "likes": 411,
  "model-index": null,
  "modelId": "Cloudflare/clef-flash",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 9409813744
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    "total": 9409813744
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  "sha": "17f0b0ad64efb65d273590632833508766b2aae6",
  "siblings": [
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      "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": "config.json"
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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-00001-of-00004.safetensors"
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      "rfilename": "model-00002-of-00004.safetensors"
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      "rfilename": "model-00003-of-00004.safetensors"
    },
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      "rfilename": "model-00004-of-00004.safetensors"
    },
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      "rfilename": "model.safetensors.index.json"
    },
    {
      "rfilename": "processor_config.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "tardellirs/model-pulse",
    "hugging-apps/clef-flash"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.5",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.5-9B",
    "base_model:finetune:Qwen/Qwen3.5-9B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 19083248461,
  "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: 2026-10-04 18:21 UTC
Original: open at the source

What the source handed over

{
  "_asked": "Cloudflare/clef-flash",
  "_id": "6abd7bf8a155a7de05c61dd0",
  "author": "Cloudflare",
  "cardData": {
    "base_model": "Qwen/Qwen3.5-9B",
    "base_model_relation": "finetune",
    "library_name": "transformers",
    "license": "apache-2.0",
    "pipeline_tag": "image-text-to-text",
    "tags": [
      "clef",
      "cloudflare",
      "systemone",
      "qwen3.5",
      "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{%- 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 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 | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\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": "2026-09-30T21:15:36.000Z",
  "disabled": false,
  "downloads": 6372,
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  "id": "Cloudflare/clef-flash",
  "lastModified": "2026-10-01T15:23:49.000Z",
  "library_name": "transformers",
  "likes": 411,
  "model-index": null,
  "modelId": "Cloudflare/clef-flash",
  "pipeline_tag": "image-text-to-text",
  "private": false,
  "safetensors": {
    "parameters": {
      "BF16": 9409813744
    },
    "total": 9409813744
  },
  "sha": "17f0b0ad64efb65d273590632833508766b2aae6",
  "siblings": [
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      "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": "tokenizer.json"
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      "rfilename": "tokenizer_config.json"
    }
  ],
  "spaces": [
    "embedl/hfviewer",
    "tardellirs/model-pulse",
    "hugging-apps/clef-flash"
  ],
  "tags": [
    "transformers",
    "safetensors",
    "qwen3_5",
    "image-text-to-text",
    "clef",
    "cloudflare",
    "systemone",
    "qwen3.5",
    "post-train",
    "image-text-to-typed-output",
    "multimodal",
    "structured-output",
    "classification",
    "custom-code",
    "conversational",
    "base_model:Qwen/Qwen3.5-9B",
    "base_model:finetune:Qwen/Qwen3.5-9B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us"
  ],
  "transformersInfo": {
    "auto_model": "AutoModelForMultimodalLM",
    "pipeline_tag": "image-text-to-text",
    "processor": "AutoProcessor"
  },
  "usedStorage": 19083248461,
  "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-flash

zetlyn/models-hf · 2026-09-30

author Cloudflare downloads 6372 gated false licence apache-2.0 likes 411 task image-text-to-text

source

quantisation

midagedev/clef-flash-bloomery zetlyn/models-gguf · 2026-10-02	author midagedev base Cloudflare/clef-flash downloads 0 licence apache-2.0 likes 0	source
jadidbourbaki/clef-flash-GGUF zetlyn/models-gguf · 2026-10-01	author jadidbourbaki base Cloudflare/clef-flash downloads 0 licence apache-2.0 likes 0	source
Livesport/clef-flash-GGUF zetlyn/models-gguf · 2026-10-02	author Livesport base Cloudflare/clef-flash downloads 208 licence apache-2.0 likes 0	source
thomasgauthier/clef-flash-GGUF zetlyn/models-gguf · 2026-10-02	author thomasgauthier base Cloudflare/clef-flash downloads 119 licence apache-2.0 likes 0	source
taurusduan/Cloudflare_clef-flash-GGUF zetlyn/models-gguf · 2026-10-02	author taurusduan base Cloudflare/clef-flash downloads 1531 licence apache-2.0 likes 0	source
NANI-Nithin/clef-flash-GGUF zetlyn/models-gguf · 2026-10-04	author NANI-Nithin base Cloudflare/clef-flash downloads 0 licence apache-2.0 likes 0	source
ggml-org/Clef-Flash-GGUF zetlyn/models-gguf · 2026-10-02	author ggml-org base Cloudflare/clef-flash downloads 3458 licence apache-2.0 likes 13	source
OlyMahmud/clef-flash-Q4_K_M-GGUF zetlyn/models-gguf · 2026-10-02	author OlyMahmud base Cloudflare/clef-flash downloads 153 licence apache-2.0 likes 1	source
prithivMLmods/clef-flash-GGUF zetlyn/models-gguf · 2026-10-01	author prithivMLmods base Cloudflare/clef-flash downloads 983 licence apache-2.0 likes 3	source
bartowski/Cloudflare_clef-flash-GGUF zetlyn/models-gguf · 2026-10-01	author bartowski base Cloudflare/clef-flash downloads 10014 licence apache-2.0 likes 29	source