Instructions to use nlpguy/Qwen3.8-27B-Kimiko-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use nlpguy/Qwen3.8-27B-Kimiko-2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="nlpguy/Qwen3.8-27B-Kimiko-2") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("nlpguy/Qwen3.8-27B-Kimiko-2") model = AutoModelForMultimodalLM.from_pretrained("nlpguy/Qwen3.8-27B-Kimiko-2", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=256) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use nlpguy/Qwen3.8-27B-Kimiko-2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "nlpguy/Qwen3.8-27B-Kimiko-2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nlpguy/Qwen3.8-27B-Kimiko-2", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/nlpguy/Qwen3.8-27B-Kimiko-2
- SGLang
How to use nlpguy/Qwen3.8-27B-Kimiko-2 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "nlpguy/Qwen3.8-27B-Kimiko-2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nlpguy/Qwen3.8-27B-Kimiko-2", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "nlpguy/Qwen3.8-27B-Kimiko-2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nlpguy/Qwen3.8-27B-Kimiko-2", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use nlpguy/Qwen3.8-27B-Kimiko-2 with Docker Model Runner:
docker model run hf.co/nlpguy/Qwen3.8-27B-Kimiko-2
Update chat_template.jinja
Browse files- chat_template.jinja +490 -82
chat_template.jinja
CHANGED
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{%- set image_count = namespace(value=0) %}
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{%- set video_count = namespace(value=0) %}
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{%- macro render_content(content, do_vision_count, is_system_content=false) %}
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{{- content }}
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{%- elif content is iterable and content is not mapping %}
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{%- for item in content %}
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{%- if
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{%- if is_system_content %}
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{{- raise_exception(
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{%- endif %}
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{%- if do_vision_count %}
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{%- set image_count.value = image_count.value + 1 %}
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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{%- endif %}
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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{%- elif
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{%- if is_system_content %}
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{%- endif %}
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{%- if do_vision_count %}
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{%- set video_count.value = video_count.value + 1 %}
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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{%- endif %}
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{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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{%- elif 'text' in item %}
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{{- item.text }}
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{%- else %}
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{%- endif %}
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{%- endfor %}
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{%- elif content is none or content is undefined %}
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{{- raise_exception('Unexpected content type.') }}
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{%- endif %}
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{%- endmacro %}
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{%- endif %}
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{%- endif %}
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{{- '<|im_start|>system\n' }}
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{%- if reasoning_instructions %}
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{%- endif %}
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{%- for tool in tools %}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- else %}
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{%- elif reasoning_instructions %}
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{%- endif %}
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{%- endif %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- if ns.multi_step_tool %}
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{{- raise_exception('No user query found in messages.') }}
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{%- endif %}
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{%- set reasoning_content = '' %}
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{%- endif %}
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{%- else %}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- endif %}
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{%- else %}
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{%- endif %}
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{%- else %}
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{%- endif %}
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{{- '</function>\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- content }}
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{{- '\n</tool_response>' }}
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{{- '<|im_end|>\n' }}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- else %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{{- '<think>\n\n</think>\n\n' }}
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{%- else %}
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{{- '<think>\n' }}
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{%- set template_version = "qwen3.8-safe-v2" %}
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{#- -------------------------------------------------------------------------
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Whitespace contract: every tag opener in this file carries a leading minus,
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so it strips the whitespace and newlines that precede it. All emitted text
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comes from string literals, which makes the rendered prompt byte-exact and
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free of incidental newlines. Comment tags need the minus just as much as
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------------------------------------------------------------------------- -#}
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{#- The message list has to exist before anything else can inspect it. -#}
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{%- if not messages %}
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{{- raise_exception('No messages provided.') }}
|
| 13 |
+
{%- endif %}
|
| 14 |
+
{#- -------------------------------------------------------------------------
|
| 15 |
+
Configuration
|
| 16 |
+
------------------------------------------------------------------------- -#}
|
| 17 |
+
{%- set _requested_tool_format =
|
| 18 |
+
tool_call_format if tool_call_format is defined else 'auto'
|
| 19 |
+
%}
|
| 20 |
+
{%- if _requested_tool_format not in ('auto', 'xml', 'json') %}
|
| 21 |
+
{{- raise_exception(
|
| 22 |
+
'Unexpected tool_call_format ' ~ _requested_tool_format ~
|
| 23 |
+
'. Supported values are auto (default), xml, and json.'
|
| 24 |
+
) }}
|
| 25 |
+
{%- endif %}
|
| 26 |
+
{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}
|
| 27 |
+
{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}
|
| 28 |
+
{%- set auto_disable_thinking_with_tools =
|
| 29 |
+
auto_disable_thinking_with_tools
|
| 30 |
+
if auto_disable_thinking_with_tools is defined
|
| 31 |
+
else false
|
| 32 |
+
%}
|
| 33 |
+
{%- if preserve_reasoning is defined
|
| 34 |
+
and preserve_reasoning is not none
|
| 35 |
+
and preserve_thinking is defined
|
| 36 |
+
and preserve_thinking is not none
|
| 37 |
+
and preserve_reasoning != preserve_thinking %}
|
| 38 |
+
{{- raise_exception(
|
| 39 |
+
'preserve_reasoning and preserve_thinking were both provided with conflicting values.'
|
| 40 |
+
) }}
|
| 41 |
+
{%- endif %}
|
| 42 |
+
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
|
| 43 |
+
{%- set _preserve_thinking = preserve_reasoning %}
|
| 44 |
+
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
|
| 45 |
+
{%- set _preserve_thinking = preserve_thinking %}
|
| 46 |
+
{%- else %}
|
| 47 |
+
{%- set _preserve_thinking = true %}
|
| 48 |
+
{%- endif %}
|
| 49 |
+
{%- set max_tool_arg_chars =
|
| 50 |
+
max_tool_arg_chars if max_tool_arg_chars is defined else 0
|
| 51 |
+
%}
|
| 52 |
+
{%- set max_tool_response_chars =
|
| 53 |
+
max_tool_response_chars if max_tool_response_chars is defined else 0
|
| 54 |
+
%}
|
| 55 |
+
{%- if max_tool_arg_chars is not number or max_tool_arg_chars < 0 %}
|
| 56 |
+
{{- raise_exception('max_tool_arg_chars must be a non-negative number.') }}
|
| 57 |
+
{%- endif %}
|
| 58 |
+
{%- if max_tool_response_chars is not number or max_tool_response_chars < 0 %}
|
| 59 |
+
{{- raise_exception('max_tool_response_chars must be a non-negative number.') }}
|
| 60 |
+
{%- endif %}
|
| 61 |
+
{%- if tools is defined and tools is not none and tools %}
|
| 62 |
+
{%- if tools is string or tools is mapping or tools is not iterable %}
|
| 63 |
+
{{- raise_exception('tools must be an iterable list of tool definitions.') }}
|
| 64 |
+
{%- endif %}
|
| 65 |
+
{%- set _has_tools = true %}
|
| 66 |
+
{%- else %}
|
| 67 |
+
{%- set _has_tools = false %}
|
| 68 |
+
{%- endif %}
|
| 69 |
+
{#- -------------------------------------------------------------------------
|
| 70 |
+
Resolve the tool-call wire format.
|
| 71 |
+
|
| 72 |
+
OpenAI-compatible servers hand assistant tool calls back with
|
| 73 |
+
`function.arguments` as a JSON *string*, not a mapping. The XML parameter
|
| 74 |
+
form needs the individual key/value pairs, and a chat template cannot
|
| 75 |
+
decode a JSON string: the standard chat-template environment provides
|
| 76 |
+
`tojson` but no inverse, and no codepoint-to-character primitive, so a
|
| 77 |
+
hand-rolled scanner could not decode \uXXXX escapes correctly. Guessing
|
| 78 |
+
would silently corrupt tool arguments, which is worse than any error.
|
| 79 |
+
|
| 80 |
+
So when the caller does not pin a format, render the whole prompt in the
|
| 81 |
+
JSON tool-call form if any tool call in the history carries string
|
| 82 |
+
arguments. That is lossless, needs no decoding, and keeps the system-prompt
|
| 83 |
+
instructions and the rendered history in one consistent format. Histories
|
| 84 |
+
whose arguments are all mappings still render as XML, byte-identically to
|
| 85 |
+
tool_call_format='xml'.
|
| 86 |
+
|
| 87 |
+
A caller that explicitly pins 'xml' still gets a hard error for string
|
| 88 |
+
arguments, because that request cannot be honoured faithfully.
|
| 89 |
+
------------------------------------------------------------------------- -#}
|
| 90 |
+
{%- set format_scan = namespace(has_json_string_arguments=false) %}
|
| 91 |
+
{%- for message in messages %}
|
| 92 |
+
{%- if message.role == 'assistant'
|
| 93 |
+
and message.tool_calls is defined
|
| 94 |
+
and message.tool_calls is not none
|
| 95 |
+
and message.tool_calls
|
| 96 |
+
and message.tool_calls is not string
|
| 97 |
+
and message.tool_calls is not mapping
|
| 98 |
+
and message.tool_calls is iterable %}
|
| 99 |
+
{%- for tool_call in message.tool_calls %}
|
| 100 |
+
{%- if tool_call.function is defined
|
| 101 |
+
and tool_call.function is not none %}
|
| 102 |
+
{%- set _tc = tool_call.function %}
|
| 103 |
+
{%- else %}
|
| 104 |
+
{%- set _tc = tool_call %}
|
| 105 |
+
{%- endif %}
|
| 106 |
+
{%- if _tc.arguments is defined
|
| 107 |
+
and _tc.arguments is not none
|
| 108 |
+
and _tc.arguments is string
|
| 109 |
+
and _tc.arguments | trim
|
| 110 |
+
and _tc.arguments | trim != '{}' %}
|
| 111 |
+
{%- set format_scan.has_json_string_arguments = true %}
|
| 112 |
+
{%- endif %}
|
| 113 |
+
{%- endfor %}
|
| 114 |
+
{%- endif %}
|
| 115 |
+
{%- endfor %}
|
| 116 |
+
{%- if _requested_tool_format == 'auto' %}
|
| 117 |
+
{%- if format_scan.has_json_string_arguments %}
|
| 118 |
+
{%- set _tool_format = 'json' %}
|
| 119 |
+
{%- else %}
|
| 120 |
+
{%- set _tool_format = 'xml' %}
|
| 121 |
+
{%- endif %}
|
| 122 |
+
{%- else %}
|
| 123 |
+
{%- set _tool_format = _requested_tool_format %}
|
| 124 |
+
{%- endif %}
|
| 125 |
+
{%- set _thinking_enabled = enable_thinking %}
|
| 126 |
+
{%- if auto_disable_thinking_with_tools and _has_tools %}
|
| 127 |
+
{%- set _thinking_enabled = false %}
|
| 128 |
+
{%- endif %}
|
| 129 |
+
{#- Validate reasoning effort even when thinking is disabled. -#}
|
| 130 |
+
{%- set _effort_raw =
|
| 131 |
+
reasoning_effort if reasoning_effort is defined else 'xhigh'
|
| 132 |
+
%}
|
| 133 |
+
{%- if _effort_raw == 'high' or _effort_raw == 'xhigh' %}
|
| 134 |
+
{%- set _reasoning_effort = 'xhigh' %}
|
| 135 |
+
{%- elif _effort_raw == 'medium' %}
|
| 136 |
+
{%- set _reasoning_effort = 'medium' %}
|
| 137 |
+
{%- elif _effort_raw == 'low' %}
|
| 138 |
+
{%- set _reasoning_effort = 'low' %}
|
| 139 |
+
{%- else %}
|
| 140 |
+
{{- raise_exception(
|
| 141 |
+
'Unexpected reasoning effort ' ~ _effort_raw ~
|
| 142 |
+
'. Supported values are high/xhigh, medium, and low.'
|
| 143 |
+
) }}
|
| 144 |
+
{%- endif %}
|
| 145 |
+
{%- set reasoning_instructions = '' %}
|
| 146 |
+
{%- if _thinking_enabled %}
|
| 147 |
+
{%- if _reasoning_effort == 'xhigh' %}
|
| 148 |
+
{%- set reasoning_instructions =
|
| 149 |
+
'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.'
|
| 150 |
+
%}
|
| 151 |
+
{%- elif _reasoning_effort == 'low' %}
|
| 152 |
+
{%- set reasoning_instructions =
|
| 153 |
+
'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.'
|
| 154 |
+
%}
|
| 155 |
+
{%- endif %}
|
| 156 |
+
{%- endif %}
|
| 157 |
+
{#- -------------------------------------------------------------------------
|
| 158 |
+
Content rendering
|
| 159 |
+
------------------------------------------------------------------------- -#}
|
| 160 |
{%- set image_count = namespace(value=0) %}
|
| 161 |
{%- set video_count = namespace(value=0) %}
|
| 162 |
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
|
|
|
|
| 164 |
{{- content }}
|
| 165 |
{%- elif content is iterable and content is not mapping %}
|
| 166 |
{%- for item in content %}
|
| 167 |
+
{%- if item is not mapping %}
|
| 168 |
+
{{- raise_exception(
|
| 169 |
+
'Content-list items must be mappings with a supported text, image, or video type.'
|
| 170 |
+
) }}
|
| 171 |
+
{%- endif %}
|
| 172 |
+
{%- set _item_type = item.type if 'type' in item else none %}
|
| 173 |
+
{%- if _item_type is not none
|
| 174 |
+
and _item_type not in ('text', 'image', 'image_url', 'video') %}
|
| 175 |
+
{{- raise_exception(
|
| 176 |
+
'Unexpected content item type ' ~ _item_type ~ '.'
|
| 177 |
+
) }}
|
| 178 |
+
{%- endif %}
|
| 179 |
+
{%- set _is_image =
|
| 180 |
+
_item_type == 'image'
|
| 181 |
+
or _item_type == 'image_url'
|
| 182 |
+
or 'image' in item
|
| 183 |
+
or 'image_url' in item
|
| 184 |
+
%}
|
| 185 |
+
{%- set _is_video =
|
| 186 |
+
_item_type == 'video'
|
| 187 |
+
or 'video' in item
|
| 188 |
+
%}
|
| 189 |
+
{%- if _is_image and _is_video %}
|
| 190 |
+
{{- raise_exception(
|
| 191 |
+
'A content item cannot contain both image and video data.'
|
| 192 |
+
) }}
|
| 193 |
+
{%- elif _item_type == 'text' and (_is_image or _is_video) %}
|
| 194 |
+
{{- raise_exception(
|
| 195 |
+
'A text content item cannot also contain image or video data.'
|
| 196 |
+
) }}
|
| 197 |
+
{%- elif _is_image %}
|
| 198 |
{%- if is_system_content %}
|
| 199 |
+
{{- raise_exception(
|
| 200 |
+
'System and developer messages cannot contain images.'
|
| 201 |
+
) }}
|
| 202 |
{%- endif %}
|
| 203 |
{%- if do_vision_count %}
|
| 204 |
{%- set image_count.value = image_count.value + 1 %}
|
|
|
|
| 207 |
{{- 'Picture ' ~ image_count.value ~ ': ' }}
|
| 208 |
{%- endif %}
|
| 209 |
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
|
| 210 |
+
{%- elif _is_video %}
|
| 211 |
{%- if is_system_content %}
|
| 212 |
+
{{- raise_exception(
|
| 213 |
+
'System and developer messages cannot contain videos.'
|
| 214 |
+
) }}
|
| 215 |
{%- endif %}
|
| 216 |
{%- if do_vision_count %}
|
| 217 |
{%- set video_count.value = video_count.value + 1 %}
|
|
|
|
| 220 |
{{- 'Video ' ~ video_count.value ~ ': ' }}
|
| 221 |
{%- endif %}
|
| 222 |
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
|
| 223 |
+
{%- elif _item_type == 'text' or 'text' in item %}
|
| 224 |
+
{%- if 'text' not in item or item.text is not string %}
|
| 225 |
+
{{- raise_exception(
|
| 226 |
+
'Text content items must contain a string text field.'
|
| 227 |
+
) }}
|
| 228 |
+
{%- endif %}
|
| 229 |
{{- item.text }}
|
| 230 |
{%- else %}
|
| 231 |
+
{{- raise_exception(
|
| 232 |
+
'Unexpected item in content list. Expected text, image, or video content.'
|
| 233 |
+
) }}
|
| 234 |
{%- endif %}
|
| 235 |
{%- endfor %}
|
| 236 |
{%- elif content is none or content is undefined %}
|
|
|
|
| 239 |
{{- raise_exception('Unexpected content type.') }}
|
| 240 |
{%- endif %}
|
| 241 |
{%- endmacro %}
|
| 242 |
+
{#- -------------------------------------------------------------------------
|
| 243 |
+
Validate and merge leading system/developer messages
|
| 244 |
+
------------------------------------------------------------------------- -#}
|
| 245 |
+
{%- set head = namespace(count=0, seen_non_system=false) %}
|
| 246 |
+
{%- for message in messages %}
|
| 247 |
+
{%- set _is_system =
|
| 248 |
+
message.role == 'system' or message.role == 'developer'
|
| 249 |
+
%}
|
| 250 |
+
{%- if _is_system %}
|
| 251 |
+
{%- if head.seen_non_system %}
|
| 252 |
+
{{- raise_exception(
|
| 253 |
+
'System and developer messages must appear before all user, assistant, and tool messages.'
|
| 254 |
+
) }}
|
| 255 |
+
{%- endif %}
|
| 256 |
+
{%- set head.count = head.count + 1 %}
|
| 257 |
+
{%- else %}
|
| 258 |
+
{%- set head.seen_non_system = true %}
|
| 259 |
{%- endif %}
|
| 260 |
+
{%- endfor %}
|
| 261 |
+
{%- set system_state = namespace(content='') %}
|
| 262 |
+
{%- for message in messages[:head.count] %}
|
| 263 |
+
{%- set _part =
|
| 264 |
+
render_content(message.content, false, true) | trim
|
| 265 |
+
%}
|
| 266 |
+
{%- if _part %}
|
| 267 |
+
{%- if system_state.content %}
|
| 268 |
+
{%- set system_state.content =
|
| 269 |
+
system_state.content ~ '\n\n' ~ _part
|
| 270 |
+
%}
|
| 271 |
+
{%- else %}
|
| 272 |
+
{%- set system_state.content = _part %}
|
| 273 |
+
{%- endif %}
|
| 274 |
{%- endif %}
|
| 275 |
+
{%- endfor %}
|
| 276 |
+
{%- set _system_content = system_state.content %}
|
| 277 |
+
{%- set _msgs = messages[head.count:] %}
|
| 278 |
+
{#- -------------------------------------------------------------------------
|
| 279 |
+
System prompt and tool instructions
|
| 280 |
+
------------------------------------------------------------------------- -#}
|
| 281 |
+
{%- if _has_tools %}
|
| 282 |
{{- '<|im_start|>system\n' }}
|
| 283 |
{%- if reasoning_instructions %}
|
| 284 |
+
{{- reasoning_instructions ~ '\n\n' }}
|
| 285 |
{%- endif %}
|
| 286 |
+
{{- '# Tools\n\nYou have access to the following functions:\n\n<tools>' }}
|
| 287 |
{%- for tool in tools %}
|
| 288 |
+
{{- '\n' }}
|
| 289 |
{{- tool | tojson }}
|
| 290 |
{%- endfor %}
|
| 291 |
+
{{- '\n</tools>' }}
|
| 292 |
+
{%- if _tool_format == 'json' %}
|
| 293 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n{"name": "example_function_name", "arguments": {"example_parameter_1": "value_1", "example_parameter_2": "This is the value for the second parameter"}}\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys 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>' }}
|
| 294 |
+
{%- else %}
|
| 295 |
+
{{- '\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>' }}
|
| 296 |
+
{%- endif %}
|
| 297 |
+
{%- if _system_content %}
|
| 298 |
+
{{- '\n\n' ~ _system_content }}
|
| 299 |
{%- endif %}
|
| 300 |
{{- '<|im_end|>\n' }}
|
| 301 |
{%- else %}
|
| 302 |
+
{%- if _system_content %}
|
| 303 |
+
{{- '<|im_start|>system\n'
|
| 304 |
+
~ (reasoning_instructions ~ '\n\n' if reasoning_instructions else '')
|
| 305 |
+
~ _system_content
|
| 306 |
+
~ '<|im_end|>\n'
|
| 307 |
+
}}
|
|
|
|
| 308 |
{%- elif reasoning_instructions %}
|
| 309 |
+
{{- '<|im_start|>system\n'
|
| 310 |
+
~ reasoning_instructions
|
| 311 |
+
~ '<|im_end|>\n'
|
| 312 |
+
}}
|
| 313 |
{%- endif %}
|
| 314 |
{%- endif %}
|
| 315 |
+
{#- -------------------------------------------------------------------------
|
| 316 |
+
Find the last real user query
|
| 317 |
+
------------------------------------------------------------------------- -#}
|
| 318 |
+
{%- set ns = namespace(
|
| 319 |
+
multi_step_tool=true,
|
| 320 |
+
last_query_index=(_msgs | length) - 1
|
| 321 |
+
) %}
|
| 322 |
+
{%- for message in _msgs[::-1] %}
|
| 323 |
+
{%- set index = (_msgs | length - 1) - loop.index0 %}
|
| 324 |
+
{%- if ns.multi_step_tool and message.role == 'user' %}
|
| 325 |
+
{%- set _rendered_user =
|
| 326 |
+
render_content(message.content, false) | trim
|
| 327 |
+
%}
|
| 328 |
+
{%- if not (
|
| 329 |
+
_rendered_user.startswith('<tool_response>')
|
| 330 |
+
and _rendered_user.endswith('</tool_response>')
|
| 331 |
+
) %}
|
| 332 |
{%- set ns.multi_step_tool = false %}
|
| 333 |
{%- set ns.last_query_index = index %}
|
| 334 |
{%- endif %}
|
|
|
|
| 337 |
{%- if ns.multi_step_tool %}
|
| 338 |
{{- raise_exception('No user query found in messages.') }}
|
| 339 |
{%- endif %}
|
| 340 |
+
{#- -------------------------------------------------------------------------
|
| 341 |
+
Conversation rendering
|
| 342 |
+
------------------------------------------------------------------------- -#}
|
| 343 |
+
{%- set history_state = namespace(previous_role='') %}
|
| 344 |
+
{%- for message in _msgs %}
|
| 345 |
+
{%- set content =
|
| 346 |
+
render_content(message.content, true) | trim
|
| 347 |
+
%}
|
| 348 |
+
{%- if message.role == 'user' %}
|
| 349 |
+
{{- '<|im_start|>user\n'
|
| 350 |
+
~ content
|
| 351 |
+
~ '<|im_end|>\n'
|
| 352 |
+
}}
|
| 353 |
+
{%- elif message.role == 'assistant' %}
|
| 354 |
{%- set reasoning_content = '' %}
|
| 355 |
+
{%- if message.reasoning_content is defined
|
| 356 |
+
and message.reasoning_content is not none %}
|
| 357 |
+
{%- if message.reasoning_content is string %}
|
| 358 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 359 |
+
{%- else %}
|
| 360 |
+
{%- set reasoning_content =
|
| 361 |
+
message.reasoning_content | string
|
| 362 |
+
%}
|
| 363 |
+
{%- endif %}
|
| 364 |
+
{%- elif message.thinking is defined
|
| 365 |
+
and message.thinking is not none %}
|
| 366 |
+
{%- if message.thinking is string %}
|
| 367 |
+
{%- set reasoning_content = message.thinking %}
|
| 368 |
+
{%- else %}
|
| 369 |
+
{%- set reasoning_content =
|
| 370 |
+
message.thinking | string
|
| 371 |
+
%}
|
| 372 |
+
{%- endif %}
|
| 373 |
{%- endif %}
|
| 374 |
+
{%- set reasoning_content = reasoning_content | trim %}
|
| 375 |
+
{#- Preserve the original invariant: when thinking is preserved,
|
| 376 |
+
always reconstruct the thinking block, even when it is empty. -#}
|
| 377 |
+
{%- if _preserve_thinking
|
| 378 |
+
or loop.index0 > ns.last_query_index %}
|
| 379 |
+
{{- '<|im_start|>assistant\n<think>\n'
|
| 380 |
+
~ reasoning_content
|
| 381 |
+
~ '\n</think>\n\n'
|
| 382 |
+
~ content
|
| 383 |
+
}}
|
| 384 |
{%- else %}
|
| 385 |
+
{{- '<|im_start|>assistant\n' ~ content }}
|
| 386 |
{%- endif %}
|
| 387 |
+
{%- if message.tool_calls is defined
|
| 388 |
+
and message.tool_calls is not none
|
| 389 |
+
and message.tool_calls %}
|
| 390 |
+
{%- if message.tool_calls is string
|
| 391 |
+
or message.tool_calls is mapping
|
| 392 |
+
or message.tool_calls is not iterable %}
|
| 393 |
+
{{- raise_exception(
|
| 394 |
+
'assistant.tool_calls must be an iterable list of tool calls.'
|
| 395 |
+
) }}
|
| 396 |
+
{%- endif %}
|
| 397 |
{%- for tool_call in message.tool_calls %}
|
| 398 |
+
{%- if tool_call.function is defined
|
| 399 |
+
and tool_call.function is not none %}
|
| 400 |
+
{%- set tc = tool_call.function %}
|
| 401 |
+
{%- else %}
|
| 402 |
+
{%- set tc = tool_call %}
|
| 403 |
{%- endif %}
|
| 404 |
+
{%- if tc.name is not defined
|
| 405 |
+
or tc.name is none
|
| 406 |
+
or tc.name is not string
|
| 407 |
+
or not tc.name %}
|
| 408 |
+
{{- raise_exception(
|
| 409 |
+
'Every tool call must have a non-empty string name.'
|
| 410 |
+
) }}
|
| 411 |
+
{%- endif %}
|
| 412 |
+
{%- set tc_name = tc.name %}
|
| 413 |
+
{%- if _tool_format == 'json' %}
|
| 414 |
+
{%- if loop.first %}
|
| 415 |
+
{%- if content | trim %}
|
| 416 |
+
{{- '\n\n<tool_call>\n' }}
|
| 417 |
+
{%- else %}
|
| 418 |
+
{{- '<tool_call>\n' }}
|
| 419 |
+
{%- endif %}
|
| 420 |
{%- else %}
|
| 421 |
+
{{- '\n<tool_call>\n' }}
|
| 422 |
+
{%- endif %}
|
| 423 |
+
{%- set _json_arguments = '{}' %}
|
| 424 |
+
{%- if tc.arguments is defined
|
| 425 |
+
and tc.arguments is not none %}
|
| 426 |
+
{%- if tc.arguments is mapping %}
|
| 427 |
+
{%- set _json_arguments =
|
| 428 |
+
tc.arguments | tojson
|
| 429 |
+
%}
|
| 430 |
+
{%- elif tc.arguments is string %}
|
| 431 |
+
{%- set _raw_arguments =
|
| 432 |
+
tc.arguments | trim
|
| 433 |
+
%}
|
| 434 |
+
{%- if _raw_arguments %}
|
| 435 |
+
{%- if not (
|
| 436 |
+
_raw_arguments.startswith('{')
|
| 437 |
+
and _raw_arguments.endswith('}')
|
| 438 |
+
) %}
|
| 439 |
+
{{- raise_exception(
|
| 440 |
+
'JSON tool-call arguments must be a JSON object string.'
|
| 441 |
+
) }}
|
| 442 |
+
{%- endif %}
|
| 443 |
+
{%- set _json_arguments =
|
| 444 |
+
_raw_arguments
|
| 445 |
+
%}
|
| 446 |
+
{%- endif %}
|
| 447 |
+
{%- else %}
|
| 448 |
+
{{- raise_exception(
|
| 449 |
+
'JSON tool-call arguments must be a mapping or a JSON object string.'
|
| 450 |
+
) }}
|
| 451 |
+
{%- endif %}
|
| 452 |
{%- endif %}
|
| 453 |
+
{{- '{"name": ' }}
|
| 454 |
+
{{- tc_name | tojson }}
|
| 455 |
+
{{- ', "arguments": ' }}
|
| 456 |
+
{{- _json_arguments }}
|
| 457 |
+
{{- '}\n</tool_call>' }}
|
| 458 |
{%- else %}
|
| 459 |
+
{%- if loop.first %}
|
| 460 |
+
{%- if content | trim %}
|
| 461 |
+
{{- '\n\n<tool_call>\n<function='
|
| 462 |
+
~ tc_name
|
| 463 |
+
~ '>\n'
|
| 464 |
+
}}
|
| 465 |
+
{%- else %}
|
| 466 |
+
{{- '<tool_call>\n<function='
|
| 467 |
+
~ tc_name
|
| 468 |
+
~ '>\n'
|
| 469 |
+
}}
|
| 470 |
+
{%- endif %}
|
| 471 |
+
{%- else %}
|
| 472 |
+
{{- '\n<tool_call>\n<function='
|
| 473 |
+
~ tc_name
|
| 474 |
+
~ '>\n'
|
| 475 |
+
}}
|
| 476 |
+
{%- endif %}
|
| 477 |
+
{%- if tc.arguments is defined
|
| 478 |
+
and tc.arguments is not none %}
|
| 479 |
+
{%- if tc.arguments is mapping %}
|
| 480 |
+
{%- for args_name, args_value
|
| 481 |
+
in tc.arguments | items %}
|
| 482 |
+
{%- set _argument_name =
|
| 483 |
+
args_name | string
|
| 484 |
+
%}
|
| 485 |
+
{{- '<parameter='
|
| 486 |
+
~ _argument_name
|
| 487 |
+
~ '>\n'
|
| 488 |
+
}}
|
| 489 |
+
{#- Preserve strings verbatim. Serialize every
|
| 490 |
+
other type as JSON so booleans and null stay
|
| 491 |
+
true/false/null instead of True/False/None. -#}
|
| 492 |
+
{%- if args_value is string %}
|
| 493 |
+
{%- set _argument_value =
|
| 494 |
+
args_value
|
| 495 |
+
%}
|
| 496 |
+
{%- else %}
|
| 497 |
+
{%- set _argument_value =
|
| 498 |
+
args_value | tojson
|
| 499 |
+
%}
|
| 500 |
+
{%- endif %}
|
| 501 |
+
{%- if max_tool_arg_chars > 0
|
| 502 |
+
and _argument_value | length
|
| 503 |
+
> max_tool_arg_chars %}
|
| 504 |
+
{{- _argument_value[:max_tool_arg_chars] }}
|
| 505 |
+
{{- '\n[TRUNCATED — original length '
|
| 506 |
+
~ (_argument_value | length | string)
|
| 507 |
+
~ ' chars]'
|
| 508 |
+
}}
|
| 509 |
+
{%- else %}
|
| 510 |
+
{{- _argument_value }}
|
| 511 |
+
{%- endif %}
|
| 512 |
+
{{- '\n</parameter>\n' }}
|
| 513 |
+
{%- endfor %}
|
| 514 |
+
{%- elif tc.arguments is string %}
|
| 515 |
+
{%- set _raw_arguments =
|
| 516 |
+
tc.arguments | trim
|
| 517 |
+
%}
|
| 518 |
+
{%- if _raw_arguments
|
| 519 |
+
and _raw_arguments != '{}' %}
|
| 520 |
+
{{- raise_exception(
|
| 521 |
+
'tool_call_format="xml" requires tool-call arguments to be mappings, but received a JSON string. Parse the JSON string into a mapping before applying the template, or leave tool_call_format unset so the template can select the JSON tool-call format automatically.'
|
| 522 |
+
) }}
|
| 523 |
+
{%- endif %}
|
| 524 |
+
{%- else %}
|
| 525 |
+
{{- raise_exception(
|
| 526 |
+
'XML tool-call arguments must be a mapping. Parse JSON-string arguments before applying the template.'
|
| 527 |
+
) }}
|
| 528 |
+
{%- endif %}
|
| 529 |
+
{%- endif %}
|
| 530 |
+
{{- '</function>\n</tool_call>' }}
|
| 531 |
{%- endif %}
|
|
|
|
| 532 |
{%- endfor %}
|
| 533 |
{%- endif %}
|
| 534 |
{{- '<|im_end|>\n' }}
|
| 535 |
+
{%- elif message.role == 'tool' %}
|
| 536 |
+
{%- if history_state.previous_role != 'tool' %}
|
| 537 |
{{- '<|im_start|>user' }}
|
| 538 |
{%- endif %}
|
| 539 |
+
{%- if max_tool_response_chars > 0
|
| 540 |
+
and content | length > max_tool_response_chars %}
|
| 541 |
+
{%- set content =
|
| 542 |
+
content[:max_tool_response_chars]
|
| 543 |
+
~ '\n[TRUNCATED — original length '
|
| 544 |
+
~ (content | length | string)
|
| 545 |
+
~ ' chars]'
|
| 546 |
+
%}
|
| 547 |
+
{%- endif %}
|
| 548 |
{{- '\n<tool_response>\n' }}
|
| 549 |
{{- content }}
|
| 550 |
{{- '\n</tool_response>' }}
|
| 551 |
+
{%- if loop.last %}
|
| 552 |
{{- '<|im_end|>\n' }}
|
| 553 |
+
{%- elif _msgs[loop.index0 + 1].role != 'tool' %}
|
| 554 |
{{- '<|im_end|>\n' }}
|
| 555 |
{%- endif %}
|
| 556 |
+
{%- elif message.role == 'system'
|
| 557 |
+
or message.role == 'developer' %}
|
| 558 |
+
{{- raise_exception(
|
| 559 |
+
'System and developer messages must appear only at the beginning of the conversation.'
|
| 560 |
+
) }}
|
| 561 |
{%- else %}
|
| 562 |
+
{{- raise_exception(
|
| 563 |
+
'Unexpected message role ' ~ message.role ~ '.'
|
| 564 |
+
) }}
|
| 565 |
{%- endif %}
|
| 566 |
+
{%- set history_state.previous_role = message.role %}
|
| 567 |
{%- endfor %}
|
| 568 |
+
{#- -------------------------------------------------------------------------
|
| 569 |
+
Generation prompt
|
| 570 |
+
------------------------------------------------------------------------- -#}
|
| 571 |
{%- if add_generation_prompt %}
|
| 572 |
{{- '<|im_start|>assistant\n' }}
|
| 573 |
+
{%- if not _thinking_enabled %}
|
| 574 |
{{- '<think>\n\n</think>\n\n' }}
|
| 575 |
{%- else %}
|
| 576 |
{{- '<think>\n' }}
|