Text Generation
Transformers
Safetensors
English
Chinese
qwen3_5_moe
Merge
ties
dare
Mixture of Experts
qwen
qwen3.5
qwen3.6
causal-lm
deltanet
agentic
reasoning
code
conversational
Instructions to use pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForCausalLM processor = AutoProcessor.from_pretrained("pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder") model = AutoModelForCausalLM.from_pretrained("pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] 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 pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder
- SGLang
How to use pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder 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 "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder" \ --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": "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder" \ --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": "pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder with Docker Model Runner:
docker model run hf.co/pragmaticcs/Qwen-35B-A3B-SignOfFour-Coder
Update chat_template.jinja
Browse files- chat_template.jinja +71 -90
chat_template.jinja
CHANGED
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@@ -1,20 +1,20 @@
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| 1 |
-
{%- set template_version = "qwen3.
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| 2 |
-
{%- set _tool_format = tool_call_format if tool_call_format is defined else '
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| 3 |
-
{%- set image_count = namespace(value=0) %}
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| 4 |
-
{%- set video_count = namespace(value=0) %}
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| 5 |
-
{%- set add_vision_id = (add_vision_id in (true, 'true', 'True', 1, '1', 'on')) if add_vision_id is defined else false %}
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| 6 |
{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}
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| 7 |
{%- set auto_disable_thinking_with_tools = (auto_disable_thinking_with_tools in (true, 'true', 'True', 1, '1', 'on')) if auto_disable_thinking_with_tools is defined else false %}
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| 8 |
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
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| 9 |
-
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| 10 |
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
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| 11 |
-
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| 12 |
{%- else %}
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| 13 |
-
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| 14 |
{%- endif %}
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{%- set max_tool_arg_chars = (max_tool_arg_chars | int) if (max_tool_arg_chars is defined and max_tool_arg_chars is not none) else 0 %}
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| 16 |
{%- set max_tool_response_chars = (max_tool_response_chars | int) if (max_tool_response_chars is defined and max_tool_response_chars is not none) else 0 %}
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| 17 |
{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
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| 18 |
{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}
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| 19 |
{%- set _initial_thinking = enable_thinking %}
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{%- set _initial_effort = 'medium' %}
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@@ -24,14 +24,17 @@
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| 24 |
{%- elif _effort_raw in ('minimal', 'low') %}
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{%- set _initial_effort = 'low' %}
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{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}
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{%- set _initial_effort = 'xhigh' %}
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{%- else %}
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{%- set _initial_effort = 'medium' %}
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| 30 |
{%- endif %}
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| 31 |
{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}
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{%- if auto_disable_thinking_with_tools and _has_tools %}
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{%- set ns_state.thinking = false %}
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| 34 |
{%- endif %}
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| 35 |
{%- for msg in messages %}
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| 36 |
{%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}
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| 37 |
{%- if msg.content is string %}
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@@ -80,42 +83,26 @@
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| 80 |
{%- endif %}
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| 81 |
{%- endif %}
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| 82 |
{%- endfor %}
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{%- set reasoning_instructions = '' %}
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{%- if ns_state.thinking %}
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{%- if ns_state.effort == 'xhigh' %}
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| 86 |
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{%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think
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| 87 |
{%- elif ns_state.effort == 'low' %}
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{%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking
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{%- endif %}
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| 90 |
{%- endif %}
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-
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{%- if content is string %}
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{{- content }}
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{%- elif content is iterable and content is not mapping %}
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| 95 |
{%- for item in content %}
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| 96 |
{%- if item is mapping %}
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{%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
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{
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{{- raise_exception('System message cannot contain images.') }}
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{%- endif %}
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| 101 |
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{%- if do_vision_count %}
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-
{%- set image_count.value = image_count.value + 1 %}
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{%- endif %}
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| 104 |
-
{%- if add_vision_id %}
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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| 106 |
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{%- endif %}
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| 107 |
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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{%- elif item.type == 'video' or 'video' in item %}
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{
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{{- raise_exception('System message cannot contain videos.') }}
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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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| 114 |
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{%- endif %}
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| 115 |
-
{%- if add_vision_id %}
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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| 117 |
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{%- endif %}
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| 118 |
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{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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| 119 |
{%- elif 'text' in item %}
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{{- (item.text | string) if item.text is not none else '' }}
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{%- elif 'content' in item and item.content is string %}
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@@ -133,9 +120,11 @@
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{{- raise_exception('Unexpected content type.') }}
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{%- endif %}
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{%- endmacro %}
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{%- if not messages %}
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{{- raise_exception('No messages provided.') }}
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{%- endif %}
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{%- set head = namespace(count=0, seen_non_system=false) %}
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{%- for message in messages %}
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{%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
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@@ -145,9 +134,10 @@
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{%- set head.seen_non_system = true %}
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{%- endif %}
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{%- endfor %}
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{%- set sys_state = namespace(content='') %}
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{%- for message in messages[:head.count] %}
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{%- set _part = render_content(message.content,
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{%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}
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{%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}
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{%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
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@@ -168,8 +158,10 @@
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- set _sc = sys_state.content %}
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{%- set _msgs = messages[head.count:] %}
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{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}
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{%- if _terse_on %}
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{%- if ns_state.thinking %}
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@@ -178,9 +170,9 @@
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{%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}
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{%- endif %}
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{%- set _terse_core %}
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-
Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you
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Always: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.
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If a user request is genuinely ambiguous, ask a sharp question,
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{%- endset %}
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{%- set _terse = _terse_lead ~ '\n' ~ (_terse_core | trim) %}
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{%- if not _sc %}
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@@ -189,6 +181,7 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- set _sc = (_sc | trim) ~ '\n\n' ~ (_terse | trim) %}
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{%- endif %}
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{%- endif %}
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{%- if _has_tools %}
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{{- '<|im_start|>system\n' }}
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{%- if reasoning_instructions %}
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@@ -201,9 +194,9 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- endfor %}
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{{- '\n</tools>' }}
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{%- if _tool_format == 'json' %}
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-
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys inside <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
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{%- else %}
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-
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
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{%- endif %}
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| 208 |
{%- if _sc %}
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{{- '\n\n' + _sc }}
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@@ -216,29 +209,23 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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| 219 |
-
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-
{%- set ns = namespace(
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{%- for message in _msgs[::-1] %}
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{%- set index = (_msgs | length - 1) - loop.index0 %}
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-
{%- if ns.
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-
{%- set _rc = render_content(message.content
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{%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
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-
{%- set ns.
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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-
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-
{%- if _last_idx > 50 %}
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-
{%- set ns.last_query_index = _last_idx %}
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-
{%- else %}
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-
{%- set ns.last_query_index = 0 %}
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-
{%- endif %}
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| 237 |
-
{%- endif %}
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{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
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{%- for message in _msgs %}
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{%- set is_system = (message.role == "system" or message.role == "developer") %}
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| 241 |
-
{%- set content = render_content(message.content,
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{%- if is_system or message.role == 'user' %}
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{%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}
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{%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}
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@@ -288,13 +275,9 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- endif %}
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{%- if _explicit_reasoning %}
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{%- set _lead_end = '' %}
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-
{%- if
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{%- set _lead_end = '</think>' %}
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| 293 |
-
{%- elif
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-
{%- set _lead_end = '</thinking>' %}
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| 295 |
-
{%- elif content.startswith('</think>') %}
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-
{%- set _lead_end = '</think>' %}
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| 297 |
-
{%- elif content.startswith('</thinking>') %}
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{%- set _lead_end = '</thinking>' %}
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{%- endif %}
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{%- if _lead_end %}
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@@ -304,29 +287,13 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- set reasoning_content = _explicit_reasoning %}
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{%- else %}
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{%- set _think_end = '' %}
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-
{%- if
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-
{%- set _think_end = '</think>' %}
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| 309 |
-
{%- elif content.startswith('</thinking>') %}
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-
{%- set _think_end = '</thinking>' %}
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-
{%- elif '\n</think>' in content %}
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-
{%- set _think_end = '\n</think>' %}
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-
{%- elif '\n</thinking>' in content %}
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-
{%- set _think_end = '\n</thinking>' %}
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| 315 |
-
{%- elif '\n</ think>' in content %}
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| 316 |
-
{%- set _think_end = '\n</ think>' %}
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| 317 |
-
{%- elif '\n</think >' in content %}
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-
{%- set _think_end = '\n</think >' %}
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-
{%- elif content.startswith('<think>') and '</think>' in content %}
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{%- set _think_end = '</think>' %}
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-
{%- elif
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{%- set _think_end = '</thinking>' %}
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| 323 |
{%- endif %}
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{%- if _think_end %}
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-
{%- if 'thinking' in _think_end %}
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| 326 |
-
{%- set _think_start = '<thinking>' %}
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-
{%- else %}
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| 328 |
-
{%- set _think_start = '<think>' %}
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| 329 |
-
{%- endif %}
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{%- set _parts = content.split(_think_end) %}
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{%- set reasoning_content = _parts[0].rstrip('\n') %}
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{%- if _think_start in reasoning_content %}
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@@ -341,7 +308,7 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- else %}
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{{- '<|im_start|>assistant\n' + content }}
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| 343 |
{%- endif %}
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-
{%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined and tool_call.function is not none %}
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{%- set tc = tool_call.function %}
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@@ -349,6 +316,14 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- set tc = tool_call %}
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{%- endif %}
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{%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
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{%- if _tool_format == 'json' %}
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{%- if loop.first %}
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{%- if content | trim %}
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@@ -358,15 +333,20 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{{- '\n' }}
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{%- endif %}
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{%- set _args = '{}' %}
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-
{%- if
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-
{%- if
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-
{%- set _args =
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-
{%- elif
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-
{%-
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-
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{%- endif %}
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{%- else %}
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-
{%- set _args =
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{%- endif %}
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{%- endif %}
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{{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
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@@ -380,9 +360,9 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
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{%- else %}
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{{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
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{%- endif %}
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-
{%- if
|
| 384 |
-
{%- if
|
| 385 |
-
{%- for args_name, args_value in
|
| 386 |
{{- '<parameter=' + args_name + '>\n' }}
|
| 387 |
{%- if args_value is string %}
|
| 388 |
{%- set _av = args_value %}
|
|
@@ -397,10 +377,10 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
|
|
| 397 |
{{- '\n</parameter>\n' }}
|
| 398 |
{%- endfor %}
|
| 399 |
{%- else %}
|
| 400 |
-
{%- if
|
| 401 |
-
{%- set _raw_args =
|
| 402 |
{%- else %}
|
| 403 |
-
{%- set _raw_args =
|
| 404 |
{%- endif %}
|
| 405 |
{%- if _raw_args %}
|
| 406 |
{%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
|
|
@@ -438,7 +418,7 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
|
|
| 438 |
{%- endif %}
|
| 439 |
{{- '\n<tool_response>\n' + content }}
|
| 440 |
{%- if ns2.consecutive_failures >= 2 %}
|
| 441 |
-
{{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}
|
| 442 |
{%- elif ns2.consecutive_failures == 1 %}
|
| 443 |
{{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}
|
| 444 |
{%- endif %}
|
|
@@ -456,6 +436,7 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
|
|
| 456 |
{%- endif %}
|
| 457 |
{%- set ns2.prev_role = message.role %}
|
| 458 |
{%- endfor %}
|
|
|
|
| 459 |
{%- set _add_gen = (add_generation_prompt in (true, 'true', 'True', 1, '1', 'on')) if add_generation_prompt is defined else false %}
|
| 460 |
{%- if _add_gen %}
|
| 461 |
{{- '<|im_start|>assistant\n' }}
|
|
@@ -464,4 +445,4 @@ If a user request is genuinely ambiguous, ask a sharp question, don't guess.
|
|
| 464 |
{%- else %}
|
| 465 |
{{- '<think>\n' }}
|
| 466 |
{%- endif %}
|
| 467 |
-
{%- endif %}
|
|
|
|
| 1 |
+
{%- set template_version = "qwen3.5-3.6-kat-qwopus-agentworld-ornith-merged-v2" %}
|
| 2 |
+
{%- set _tool_format = tool_call_format if tool_call_format is defined else 'qwen3_coder' %}
|
|
|
|
|
|
|
|
|
|
| 3 |
{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}
|
| 4 |
{%- set auto_disable_thinking_with_tools = (auto_disable_thinking_with_tools in (true, 'true', 'True', 1, '1', 'on')) if auto_disable_thinking_with_tools is defined else false %}
|
| 5 |
+
|
| 6 |
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
|
| 7 |
+
{%- set _preserve_thinking = (preserve_reasoning not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}
|
| 8 |
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
|
| 9 |
+
{%- set _preserve_thinking = (preserve_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}
|
| 10 |
{%- else %}
|
| 11 |
+
{%- set _preserve_thinking = true %}
|
| 12 |
{%- endif %}
|
| 13 |
+
|
| 14 |
{%- set max_tool_arg_chars = (max_tool_arg_chars | int) if (max_tool_arg_chars is defined and max_tool_arg_chars is not none) else 0 %}
|
| 15 |
{%- set max_tool_response_chars = (max_tool_response_chars | int) if (max_tool_response_chars is defined and max_tool_response_chars is not none) else 0 %}
|
| 16 |
{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
|
| 17 |
+
|
| 18 |
{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}
|
| 19 |
{%- set _initial_thinking = enable_thinking %}
|
| 20 |
{%- set _initial_effort = 'medium' %}
|
|
|
|
| 24 |
{%- elif _effort_raw in ('minimal', 'low') %}
|
| 25 |
{%- set _initial_effort = 'low' %}
|
| 26 |
{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}
|
| 27 |
+
{%- set _initial_thinking = true %}
|
| 28 |
{%- set _initial_effort = 'xhigh' %}
|
| 29 |
{%- else %}
|
| 30 |
{%- set _initial_effort = 'medium' %}
|
| 31 |
{%- endif %}
|
| 32 |
+
|
| 33 |
{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}
|
| 34 |
{%- if auto_disable_thinking_with_tools and _has_tools %}
|
| 35 |
{%- set ns_state.thinking = false %}
|
| 36 |
{%- endif %}
|
| 37 |
+
|
| 38 |
{%- for msg in messages %}
|
| 39 |
{%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}
|
| 40 |
{%- if msg.content is string %}
|
|
|
|
| 83 |
{%- endif %}
|
| 84 |
{%- endif %}
|
| 85 |
{%- endfor %}
|
| 86 |
+
|
| 87 |
{%- set reasoning_instructions = '' %}
|
| 88 |
{%- if ns_state.thinking %}
|
| 89 |
{%- if ns_state.effort == 'xhigh' %}
|
| 90 |
+
{%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think rigorously through the task, explore alternative hypotheses, validate edge cases, and prioritize architectural soundness, consistency, and correctness in the final answer.' %}
|
| 91 |
{%- elif ns_state.effort == 'low' %}
|
| 92 |
+
{%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking concise, focused, and move directly to execution or tool calls without unnecessary elaboration.' %}
|
| 93 |
{%- endif %}
|
| 94 |
{%- endif %}
|
| 95 |
+
|
| 96 |
+
{%- macro render_content(content, is_system_content=false) %}
|
| 97 |
{%- if content is string %}
|
| 98 |
{{- content }}
|
| 99 |
{%- elif content is iterable and content is not mapping %}
|
| 100 |
{%- for item in content %}
|
| 101 |
{%- if item is mapping %}
|
| 102 |
{%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
|
| 103 |
+
{{- raise_exception('This model is a pure text CausalLM (vision tower removed). Image inputs are not supported.') }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 104 |
{%- elif item.type == 'video' or 'video' in item %}
|
| 105 |
+
{{- raise_exception('This model is a pure text CausalLM (vision tower removed). Video inputs are not supported.') }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 106 |
{%- elif 'text' in item %}
|
| 107 |
{{- (item.text | string) if item.text is not none else '' }}
|
| 108 |
{%- elif 'content' in item and item.content is string %}
|
|
|
|
| 120 |
{{- raise_exception('Unexpected content type.') }}
|
| 121 |
{%- endif %}
|
| 122 |
{%- endmacro %}
|
| 123 |
+
|
| 124 |
{%- if not messages %}
|
| 125 |
{{- raise_exception('No messages provided.') }}
|
| 126 |
{%- endif %}
|
| 127 |
+
|
| 128 |
{%- set head = namespace(count=0, seen_non_system=false) %}
|
| 129 |
{%- for message in messages %}
|
| 130 |
{%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
|
|
|
|
| 134 |
{%- set head.seen_non_system = true %}
|
| 135 |
{%- endif %}
|
| 136 |
{%- endfor %}
|
| 137 |
+
|
| 138 |
{%- set sys_state = namespace(content='') %}
|
| 139 |
{%- for message in messages[:head.count] %}
|
| 140 |
+
{%- set _part = render_content(message.content, true) | trim %}
|
| 141 |
{%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}
|
| 142 |
{%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}
|
| 143 |
{%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
|
|
|
|
| 158 |
{%- endif %}
|
| 159 |
{%- endif %}
|
| 160 |
{%- endfor %}
|
| 161 |
+
|
| 162 |
{%- set _sc = sys_state.content %}
|
| 163 |
{%- set _msgs = messages[head.count:] %}
|
| 164 |
+
|
| 165 |
{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}
|
| 166 |
{%- if _terse_on %}
|
| 167 |
{%- if ns_state.thinking %}
|
|
|
|
| 170 |
{%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}
|
| 171 |
{%- endif %}
|
| 172 |
{%- set _terse_core %}
|
| 173 |
+
Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you have already made.
|
| 174 |
Always: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.
|
| 175 |
+
If a user request is genuinely ambiguous, ask a sharp question, do not guess.
|
| 176 |
{%- endset %}
|
| 177 |
{%- set _terse = _terse_lead ~ '\n' ~ (_terse_core | trim) %}
|
| 178 |
{%- if not _sc %}
|
|
|
|
| 181 |
{%- set _sc = (_sc | trim) ~ '\n\n' ~ (_terse | trim) %}
|
| 182 |
{%- endif %}
|
| 183 |
{%- endif %}
|
| 184 |
+
|
| 185 |
{%- if _has_tools %}
|
| 186 |
{{- '<|im_start|>system\n' }}
|
| 187 |
{%- if reasoning_instructions %}
|
|
|
|
| 194 |
{%- endfor %}
|
| 195 |
{{- '\n</tools>' }}
|
| 196 |
{%- if _tool_format == 'json' %}
|
| 197 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys inside <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
|
| 198 |
{%- else %}
|
| 199 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
|
| 200 |
{%- endif %}
|
| 201 |
{%- if _sc %}
|
| 202 |
{{- '\n\n' + _sc }}
|
|
|
|
| 209 |
{{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
|
| 210 |
{%- endif %}
|
| 211 |
{%- endif %}
|
| 212 |
+
|
| 213 |
+
{%- set ns = namespace(found_query=false, last_query_index=0) %}
|
| 214 |
{%- for message in _msgs[::-1] %}
|
| 215 |
{%- set index = (_msgs | length - 1) - loop.index0 %}
|
| 216 |
+
{%- if not ns.found_query and message.role == 'user' %}
|
| 217 |
+
{%- set _rc = render_content(message.content) | trim %}
|
| 218 |
{%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
|
| 219 |
+
{%- set ns.found_query = true %}
|
| 220 |
{%- set ns.last_query_index = index %}
|
| 221 |
{%- endif %}
|
| 222 |
{%- endif %}
|
| 223 |
{%- endfor %}
|
| 224 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 225 |
{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
|
| 226 |
{%- for message in _msgs %}
|
| 227 |
{%- set is_system = (message.role == "system" or message.role == "developer") %}
|
| 228 |
+
{%- set content = render_content(message.content, is_system) | trim %}
|
| 229 |
{%- if is_system or message.role == 'user' %}
|
| 230 |
{%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}
|
| 231 |
{%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}
|
|
|
|
| 275 |
{%- endif %}
|
| 276 |
{%- if _explicit_reasoning %}
|
| 277 |
{%- set _lead_end = '' %}
|
| 278 |
+
{%- if '</think>' in content %}
|
| 279 |
{%- set _lead_end = '</think>' %}
|
| 280 |
+
{%- elif '</thinking>' in content %}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 281 |
{%- set _lead_end = '</thinking>' %}
|
| 282 |
{%- endif %}
|
| 283 |
{%- if _lead_end %}
|
|
|
|
| 287 |
{%- set reasoning_content = _explicit_reasoning %}
|
| 288 |
{%- else %}
|
| 289 |
{%- set _think_end = '' %}
|
| 290 |
+
{%- if '</think>' in content %}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 291 |
{%- set _think_end = '</think>' %}
|
| 292 |
+
{%- elif '</thinking>' in content %}
|
| 293 |
{%- set _think_end = '</thinking>' %}
|
| 294 |
{%- endif %}
|
| 295 |
{%- if _think_end %}
|
| 296 |
+
{%- set _think_start = '<thinking>' if 'thinking' in _think_end else '<think>' %}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 297 |
{%- set _parts = content.split(_think_end) %}
|
| 298 |
{%- set reasoning_content = _parts[0].rstrip('\n') %}
|
| 299 |
{%- if _think_start in reasoning_content %}
|
|
|
|
| 308 |
{%- else %}
|
| 309 |
{{- '<|im_start|>assistant\n' + content }}
|
| 310 |
{%- endif %}
|
| 311 |
+
{%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping and '<tool_call>' not in content %}
|
| 312 |
{%- for tool_call in message.tool_calls %}
|
| 313 |
{%- if tool_call.function is defined and tool_call.function is not none %}
|
| 314 |
{%- set tc = tool_call.function %}
|
|
|
|
| 316 |
{%- set tc = tool_call %}
|
| 317 |
{%- endif %}
|
| 318 |
{%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
|
| 319 |
+
{%- set tc_args_raw = none %}
|
| 320 |
+
{%- if tc.arguments is defined and tc.arguments is not none %}
|
| 321 |
+
{%- set tc_args_raw = tc.arguments %}
|
| 322 |
+
{%- elif tc.parameters is defined and tc.parameters is not none %}
|
| 323 |
+
{%- set tc_args_raw = tc.parameters %}
|
| 324 |
+
{%- elif tc.input is defined and tc.input is not none %}
|
| 325 |
+
{%- set tc_args_raw = tc.input %}
|
| 326 |
+
{%- endif %}
|
| 327 |
{%- if _tool_format == 'json' %}
|
| 328 |
{%- if loop.first %}
|
| 329 |
{%- if content | trim %}
|
|
|
|
| 333 |
{{- '\n' }}
|
| 334 |
{%- endif %}
|
| 335 |
{%- set _args = '{}' %}
|
| 336 |
+
{%- if tc_args_raw is not none %}
|
| 337 |
+
{%- if tc_args_raw is mapping %}
|
| 338 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 339 |
+
{%- elif tc_args_raw is string %}
|
| 340 |
+
{%- set _trimmed_args = tc_args_raw | trim %}
|
| 341 |
+
{%- if _trimmed_args | length > 0 %}
|
| 342 |
+
{%- if _trimmed_args | first == '{' and _trimmed_args | last == '}' %}
|
| 343 |
+
{%- set _args = _trimmed_args %}
|
| 344 |
+
{%- else %}
|
| 345 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 346 |
+
{%- endif %}
|
| 347 |
{%- endif %}
|
| 348 |
{%- else %}
|
| 349 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 350 |
{%- endif %}
|
| 351 |
{%- endif %}
|
| 352 |
{{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
|
|
|
|
| 360 |
{%- else %}
|
| 361 |
{{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
|
| 362 |
{%- endif %}
|
| 363 |
+
{%- if tc_args_raw is not none %}
|
| 364 |
+
{%- if tc_args_raw is mapping %}
|
| 365 |
+
{%- for args_name, args_value in tc_args_raw.items() %}
|
| 366 |
{{- '<parameter=' + args_name + '>\n' }}
|
| 367 |
{%- if args_value is string %}
|
| 368 |
{%- set _av = args_value %}
|
|
|
|
| 377 |
{{- '\n</parameter>\n' }}
|
| 378 |
{%- endfor %}
|
| 379 |
{%- else %}
|
| 380 |
+
{%- if tc_args_raw is string %}
|
| 381 |
+
{%- set _raw_args = tc_args_raw %}
|
| 382 |
{%- else %}
|
| 383 |
+
{%- set _raw_args = tc_args_raw | tojson %}
|
| 384 |
{%- endif %}
|
| 385 |
{%- if _raw_args %}
|
| 386 |
{%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
|
|
|
|
| 418 |
{%- endif %}
|
| 419 |
{{- '\n<tool_response>\n' + content }}
|
| 420 |
{%- if ns2.consecutive_failures >= 2 %}
|
| 421 |
+
{{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST diagnose root cause and use a fundamentally different approach or corrected arguments.' }}
|
| 422 |
{%- elif ns2.consecutive_failures == 1 %}
|
| 423 |
{{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}
|
| 424 |
{%- endif %}
|
|
|
|
| 436 |
{%- endif %}
|
| 437 |
{%- set ns2.prev_role = message.role %}
|
| 438 |
{%- endfor %}
|
| 439 |
+
|
| 440 |
{%- set _add_gen = (add_generation_prompt in (true, 'true', 'True', 1, '1', 'on')) if add_generation_prompt is defined else false %}
|
| 441 |
{%- if _add_gen %}
|
| 442 |
{{- '<|im_start|>assistant\n' }}
|
|
|
|
| 445 |
{%- else %}
|
| 446 |
{{- '<think>\n' }}
|
| 447 |
{%- endif %}
|
| 448 |
+
{%- endif %}
|