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)# 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=40) 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
| { | |
| "add_bos_token": false, | |
| "add_prefix_space": false, | |
| "added_tokens_decoder": { | |
| "248044": { | |
| "content": "<|endoftext|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248045": { | |
| "content": "<|im_start|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248046": { | |
| "content": "<|im_end|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "content": "<|object_ref_start|>", | |
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| "content": "<|box_start|>", | |
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| "248050": { | |
| "content": "<|box_end|>", | |
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| "normalized": false, | |
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| }, | |
| "248051": { | |
| "content": "<|quad_start|>", | |
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| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248052": { | |
| "content": "<|quad_end|>", | |
| "lstrip": false, | |
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| "248053": { | |
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| "single_word": false, | |
| "special": true | |
| }, | |
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| "content": "<|image_pad|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| }, | |
| "248057": { | |
| "content": "<|video_pad|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248058": { | |
| "content": "<tool_call>", | |
| "lstrip": false, | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248059": { | |
| "content": "</tool_call>", | |
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| "248060": { | |
| "content": "<|fim_prefix|>", | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248061": { | |
| "content": "<|fim_middle|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
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| "248062": { | |
| "content": "<|fim_suffix|>", | |
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| "248063": { | |
| "content": "<|fim_pad|>", | |
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| "normalized": false, | |
| "rstrip": false, | |
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| }, | |
| "248064": { | |
| "content": "<|repo_name|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248065": { | |
| "content": "<|file_sep|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| }, | |
| "248066": { | |
| "content": "<tool_response>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
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| "248067": { | |
| "content": "</tool_response>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248068": { | |
| "content": "<think>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248069": { | |
| "content": "</think>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "248070": { | |
| "content": "<|audio_start|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248071": { | |
| "content": "<|audio_end|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
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| }, | |
| "248072": { | |
| "content": "<tts_pad>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248073": { | |
| "content": "<tts_text_bos>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248074": { | |
| "content": "<tts_text_eod>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248075": { | |
| "content": "<tts_text_bos_single>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "248076": { | |
| "content": "<|audio_pad|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| } | |
| }, | |
| "additional_special_tokens": [ | |
| "<|im_start|>", | |
| "<|im_end|>", | |
| "<|object_ref_start|>", | |
| "<|object_ref_end|>", | |
| "<|box_start|>", | |
| "<|box_end|>", | |
| "<|quad_start|>", | |
| "<|quad_end|>", | |
| "<|vision_start|>", | |
| "<|vision_end|>", | |
| "<|vision_pad|>", | |
| "<|image_pad|>", | |
| "<|video_pad|>", | |
| "<|audio_start|>", | |
| "<|audio_end|>", | |
| "<tts_pad>", | |
| "<tts_text_bos>", | |
| "<tts_text_eod>", | |
| "<tts_text_bos_single>", | |
| "<|audio_pad|>" | |
| ], | |
| "bos_token": null, | |
| "clean_up_tokenization_spaces": false, | |
| "eos_token": "<|im_end|>", | |
| "errors": "replace", | |
| "model_max_length": 262144, | |
| "pad_token": "<|endoftext|>", | |
| "split_special_tokens": false, | |
| "tokenizer_class": "Qwen2TokenizerFast", | |
| "padding_side": "left", | |
| "unk_token": null, | |
| "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+", | |
| "chat_template": "{%- set template_version = \"qwen3.5-3.6-kat-qwopus-agentworld-ornith-merged-v2\" %}\n{#- Default tool-call syntax is the qwen3_coder XML function/parameter format, matching\n the official --tool-call-parser qwen3_coder used to serve Qwen3.6-35B-A3B and\n KAT-Coder-V2.5-Dev on vLLM/SGLang, and matching what these coder-tuned checkpoints\n were actually RL-trained to emit. Pass tool_call_format=\"json\" at apply_chat_template\n time to opt into the Hermes-style {\"name\":...,\"arguments\":{...}} form instead\n (e.g. for harnesses built around OpenAI-style function calling / hermes tool parser). #}\n{%- set _tool_format = tool_call_format if tool_call_format is defined else 'qwen3_coder' %}\n{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}\n{%- 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 %}\n\n{%- if preserve_reasoning is defined and preserve_reasoning is not none %}\n{%- set _preserve_thinking = (preserve_reasoning not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- elif preserve_thinking is defined and preserve_thinking is not none %}\n{%- set _preserve_thinking = (preserve_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- else %}\n{%- set _preserve_thinking = true %}\n{%- endif %}\n\n{%- 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 %}\n{%- 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 %}\n{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}\n\n{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}\n{%- set _initial_thinking = enable_thinking %}\n{%- set _initial_effort = 'medium' %}\n{%- if _effort_raw in ('none', 'off') %}\n {%- set _initial_thinking = false %}\n {%- set _initial_effort = 'medium' %}\n{%- elif _effort_raw in ('minimal', 'low') %}\n {%- set _initial_effort = 'low' %}\n{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}\n {%- set _initial_thinking = true %}\n {%- set _initial_effort = 'xhigh' %}\n{%- else %}\n {%- set _initial_effort = 'medium' %}\n{%- endif %}\n\n{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}\n{%- if auto_disable_thinking_with_tools and _has_tools %}\n {%- set ns_state.thinking = false %}\n{%- endif %}\n\n{%- for msg in messages %}\n {%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}\n {%- if msg.content is string %}\n {%- if '<|think_off|>' in msg.content %}\n {%- set ns_state.thinking = false %}\n {%- elif '<|think_on|>' in msg.content %}\n {%- set ns_state.thinking = true %}\n {%- elif '<|think_xhigh|>' in msg.content or '<|think_high|>' in msg.content or '<|think_ultracode|>' in msg.content or '<|think_extreme|>' in msg.content or '<|think_max|>' in msg.content or '<|think_deep|>' in msg.content or '<|think_long|>' in msg.content %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'xhigh' %}\n {%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'low' %}\n {%- elif '<|think_medium|>' in msg.content %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'medium' %}\n {%- endif %}\n {%- elif msg.content is iterable and msg.content is not mapping %}\n {%- for item in msg.content %}\n {%- if item is string %}\n {%- set _item_text = item %}\n {%- elif item is mapping and 'text' in item and item.text is string %}\n {%- set _item_text = item.text %}\n {%- elif item is mapping and 'content' in item and item.content is string %}\n {%- set _item_text = item.content %}\n {%- else %}\n {%- set _item_text = '' %}\n {%- endif %}\n {%- if _item_text %}\n {%- if '<|think_off|>' in _item_text %}\n {%- set ns_state.thinking = false %}\n {%- elif '<|think_on|>' in _item_text %}\n {%- set ns_state.thinking = true %}\n {%- elif '<|think_xhigh|>' in _item_text or '<|think_high|>' in _item_text or '<|think_ultracode|>' in _item_text or '<|think_extreme|>' in _item_text or '<|think_max|>' in _item_text or '<|think_deep|>' in _item_text or '<|think_long|>' in _item_text %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'xhigh' %}\n {%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'low' %}\n {%- elif '<|think_medium|>' in _item_text %}\n {%- set ns_state.thinking = true %}\n {%- set ns_state.effort = 'medium' %}\n {%- endif %}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n\n{%- set reasoning_instructions = '' %}\n{%- if ns_state.thinking %}\n {%- if ns_state.effort == 'xhigh' %}\n {%- 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.' %}\n {%- elif ns_state.effort == 'low' %}\n {%- 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.' %}\n {%- endif %}\n{%- endif %}\n\n{%- macro render_content(content, 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 item is mapping %}\n {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}\n {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Image inputs are not supported.') }}\n {%- elif item.type == 'video' or 'video' in item %}\n {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Video inputs are not supported.') }}\n {%- elif 'text' in item %}\n {{- (item.text | string) if item.text is not none else '' }}\n {%- elif 'content' in item and item.content is string %}\n {{- item.content }}\n {%- else %}\n {{- item | tojson }}\n {%- endif %}\n {%- else %}\n {{- item | string }}\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\n{%- if not messages %}\n {{- raise_exception('No messages provided.') }}\n{%- endif %}\n\n{%- set head = namespace(count=0, seen_non_system=false) %}\n{%- for message in messages %}\n {%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}\n {%- if _is_sys and not head.seen_non_system %}\n {%- set head.count = head.count + 1 %}\n {%- else %}\n {%- set head.seen_non_system = true %}\n {%- endif %}\n{%- endfor %}\n\n{%- set sys_state = namespace(content='') %}\n{%- for message in messages[:head.count] %}\n {%- set _part = render_content(message.content, true) | trim %}\n {%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_deep|>' in _part %}{%- set _part = _part.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_long|>' in _part %}{%- set _part = _part.split('<|think_long|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n {%- if _part %}\n {%- if sys_state.content %}\n {%- set sys_state.content = sys_state.content ~ '\\n\\n' ~ _part %}\n {%- else %}\n {%- set sys_state.content = _part %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n\n{%- set _sc = sys_state.content %}\n{%- set _msgs = messages[head.count:] %}\n\n{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}\n{%- if _terse_on %}\n {%- if ns_state.thinking %}\n {%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}\n {%- else %}\n {%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}\n {%- endif %}\n {%- set _terse_core %}\nNever: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you have already made.\nAlways: 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.\nIf a user request is genuinely ambiguous, ask a sharp question, do not guess.\n {%- endset %}\n {%- set _terse = _terse_lead ~ '\\n' ~ (_terse_core | trim) %}\n {%- if not _sc %}\n {%- set _sc = _terse | trim %}\n {%- else %}\n {%- set _sc = (_sc | trim) ~ '\\n\\n' ~ (_terse | trim) %}\n {%- endif %}\n{%- endif %}\n\n{%- if _has_tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if reasoning_instructions %}\n {{- reasoning_instructions + '\\n\\n' }}\n {%- endif %}\n {{- '# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>' }}\n {%- for tool in tools %}\n {{- '\\n' }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- '\\n</tools>' }}\n {%- if _tool_format == 'json' %}\n {{- '\\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>' }}\n {%- else %}\n {{- '\\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>' }}\n {%- endif %}\n {%- if _sc %}\n {{- '\\n\\n' + _sc }}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if _sc %}\n {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '') + _sc + '<|im_end|>\\n' }}\n {%- elif reasoning_instructions %}\n {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n\n{%- set ns = namespace(found_query=false, last_query_index=0) %}\n{%- for message in _msgs[::-1] %}\n {%- set index = (_msgs | length - 1) - loop.index0 %}\n {%- if not ns.found_query and message.role == 'user' %}\n {%- set _rc = render_content(message.content) | trim %}\n {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}\n {%- set ns.found_query = true %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n\n{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}\n{%- for message in _msgs %}\n {%- set is_system = (message.role == \"system\" or message.role == \"developer\") %}\n {%- set content = render_content(message.content, is_system) | trim %}\n {%- if is_system or message.role == 'user' %}\n {%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_deep|>' in content %}{%- set content = content.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_long|>' in content %}{%- set content = content.split('<|think_long|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}\n {%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n {%- endif %}\n {%- if is_system %}\n {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'user' %}\n {%- set ns2.consecutive_failures = 0 %}\n {{- '<|im_start|>user\\n' + content + '<|im_end|>\\n' }}\n {%- elif message.role == 'assistant' %}\n {%- set reasoning_content = '' %}\n {%- set _explicit_reasoning = '' %}\n {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n {%- if message.reasoning_content is string %}\n {%- set _explicit_reasoning = message.reasoning_content %}\n {%- elif message.reasoning_content is mapping and 'text' in message.reasoning_content %}\n {%- set _explicit_reasoning = message.reasoning_content.text | string %}\n {%- else %}\n {%- set _explicit_reasoning = message.reasoning_content | string %}\n {%- endif %}\n {%- elif message.thinking is defined and message.thinking is not none %}\n {%- if message.thinking is string %}\n {%- set _explicit_reasoning = message.thinking %}\n {%- elif message.thinking is mapping and 'text' in message.thinking %}\n {%- set _explicit_reasoning = message.thinking.text | string %}\n {%- else %}\n {%- set _explicit_reasoning = message.thinking | string %}\n {%- endif %}\n {%- elif message.reasoning is defined and message.reasoning is not none %}\n {%- if message.reasoning is string %}\n {%- set _explicit_reasoning = message.reasoning %}\n {%- elif message.reasoning is mapping and 'text' in message.reasoning %}\n {%- set _explicit_reasoning = message.reasoning.text | string %}\n {%- else %}\n {%- set _explicit_reasoning = message.reasoning | string %}\n {%- endif %}\n {%- endif %}\n {%- if _explicit_reasoning %}\n {%- set _lead_end = '' %}\n {%- if '</think>' in content %}\n {%- set _lead_end = '</think>' %}\n {%- elif '</thinking>' in content %}\n {%- set _lead_end = '</thinking>' %}\n {%- endif %}\n {%- if _lead_end %}\n {%- set _parts = content.split(_lead_end) %}\n {%- set content = (_parts[1:] | join(_lead_end)).lstrip('\\n') %}\n {%- endif %}\n {%- set reasoning_content = _explicit_reasoning %}\n {%- else %}\n {%- set _think_end = '' %}\n {%- if '</think>' in content %}\n {%- set _think_end = '</think>' %}\n {%- elif '</thinking>' in content %}\n {%- set _think_end = '</thinking>' %}\n {%- endif %}\n {%- if _think_end %}\n {%- set _think_start = '<thinking>' if 'thinking' in _think_end else '<think>' %}\n {%- set _parts = content.split(_think_end) %}\n {%- set reasoning_content = _parts[0].rstrip('\\n') %}\n {%- if _think_start in reasoning_content %}\n {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\\n') %}\n {%- endif %}\n {%- set content = (_parts[1:] | join(_think_end)).lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- set reasoning_content = reasoning_content | trim %}\n {%- if reasoning_content and (_preserve_thinking or loop.index0 > ns.last_query_index) %}\n {{- '<|im_start|>assistant\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n {%- else %}\n {{- '<|im_start|>assistant\\n' + content }}\n {%- endif %}\n {%- 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 %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined and tool_call.function is not none %}\n {%- set tc = tool_call.function %}\n {%- else %}\n {%- set tc = tool_call %}\n {%- endif %}\n {%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}\n {%- set tc_args_raw = none %}\n {%- if tc.arguments is defined and tc.arguments is not none %}\n {%- set tc_args_raw = tc.arguments %}\n {%- elif tc.parameters is defined and tc.parameters is not none %}\n {%- set tc_args_raw = tc.parameters %}\n {%- elif tc.input is defined and tc.input is not none %}\n {%- set tc_args_raw = tc.input %}\n {%- endif %}\n {%- if _tool_format == 'json' %}\n {%- if loop.first %}\n {%- if content | trim %}\n {{- '\\n\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n' }}\n {%- endif %}\n {%- set _args = '{}' %}\n {%- if tc_args_raw is not none %}\n {%- if tc_args_raw is mapping %}\n {%- set _args = tc_args_raw | tojson %}\n {%- elif tc_args_raw is string %}\n {%- set _trimmed_args = tc_args_raw | trim %}\n {%- if _trimmed_args | length > 0 %}\n {%- if _trimmed_args | first == '{' and _trimmed_args | last == '}' %}\n {%- set _args = _trimmed_args %}\n {%- else %}\n {%- set _args = tc_args_raw | tojson %}\n {%- endif %}\n {%- endif %}\n {%- else %}\n {%- set _args = tc_args_raw | tojson %}\n {%- endif %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": ' }}{{- tc_name | tojson }}{{- ', \"arguments\": ' }}{{- _args }}{{- '}\\n</tool_call>' }}\n {%- else %}\n {%- if loop.first %}\n {%- if content | trim %}\n {{- '\\n\\n<tool_call>\\n<function=' + tc_name + '>\\n' }}\n {%- else %}\n {{- '<tool_call>\\n<function=' + tc_name + '>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '\\n<tool_call>\\n<function=' + tc_name + '>\\n' }}\n {%- endif %}\n {%- if tc_args_raw is not none %}\n {%- if tc_args_raw is mapping %}\n {%- for args_name, args_value in tc_args_raw.items() %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- if args_value is string %}\n {%- set _av = args_value %}\n {%- else %}\n {%- set _av = args_value | tojson %}\n {%- endif %}\n {%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}\n {{- _av[:max_tool_arg_chars] + '\\n[TRUNCATED - original length ' ~ (_av | length | string) ~ ' chars]' }}\n {%- else %}\n {{- _av }}\n {%- endif %}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- else %}\n {%- if tc_args_raw is string %}\n {%- set _raw_args = tc_args_raw %}\n {%- else %}\n {%- set _raw_args = tc_args_raw | tojson %}\n {%- endif %}\n {%- if _raw_args %}\n {%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}\n {{- _raw_args[:max_tool_arg_chars] + '\\n[TRUNCATED - original length ' ~ (_raw_args | length | string) ~ ' chars]' }}\n {%- else %}\n {{- _raw_args }}\n {%- endif %}\n {%- endif %}\n {%- endif %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == 'tool' %}\n {%- set _content_lower = content | lower %}\n {%- set _content_head = _content_lower[:120] %}\n {%- set _is_code_or_grep = ('throw new ' in _content_lower or 'throw error' in _content_lower or 'console.error' in _content_lower or 'logger.error' in _content_lower or 'logging.error' in _content_lower or 'import ' in _content_head or 'def ' in _content_head or 'function ' in _content_head) %}\n {%- set _exit_code_zero = ('exit code: 0' in _content_head or 'process exited with code 0' in _content_head) %}\n {%- set _error_field_ok = ('\"error\": null' in _content_head or '\"error\":null' in _content_head or '\"error\": false' in _content_head or '\"error\":false' in _content_head or '\"error\": \"\"' in _content_head or '\"error\":\"\"' in _content_head) %}\n {%- set _strong_error = (('\"error\":' in _content_head and not _error_field_ok) or '\"status\": \"error\"' in _content_head or '\"status\":\"error\"' in _content_head or 'traceback (most recent call last):' in _content_head or 'command not found' in _content_head or 'invalid syntax' in _content_head or 'fatal:' in _content_head or '404 not found' in _content_head or 'rate limit' in _content_head or 'connection refused' in _content_head or 'timed out' in _content_head or (('exit code: ' in _content_head or 'process exited with code' in _content_head) and not _exit_code_zero) or _content_head.startswith('exception:') or _content_head.startswith('failed to ')) %}\n {%- set _weak_error = ('error:' in _content_head or 'err!' in _content_head) %}\n {%- set _weak_suppressed = ('$ ' in _content_head or 'took ' in _content_head or content | length >= 600) %}\n {%- if not _is_code_or_grep and (_strong_error or (_weak_error and not _weak_suppressed)) %}\n {%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}\n {%- else %}\n {%- set ns2.consecutive_failures = 0 %}\n {%- endif %}\n {%- if ns2.prev_role != 'tool' %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {%- if max_tool_response_chars > 0 and content | length > max_tool_response_chars %}\n {%- set content = content[:max_tool_response_chars] + '\\n[TRUNCATED - original length ' ~ (content | length | string) ~ ' chars]' %}\n {%- endif %}\n {{- '\\n<tool_response>\\n' + content }}\n {%- if ns2.consecutive_failures >= 2 %}\n {{- '\\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.' }}\n {%- elif ns2.consecutive_failures == 1 %}\n {{- '\\n\\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}\n {%- endif %}\n {{- '\\n</tool_response>' }}\n {%- if loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- else %}\n {%- set _next_role = _msgs[loop.index0 + 1].role %}\n {%- if _next_role != 'tool' %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>user\\n[' + message.role + ']: ' + content + '<|im_end|>\\n' }}\n {%- endif %}\n {%- set ns2.prev_role = message.role %}\n{%- endfor %}\n\n{%- set _add_gen = (add_generation_prompt in (true, 'true', 'True', 1, '1', 'on')) if add_generation_prompt is defined else false %}\n{%- if _add_gen %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if not ns_state.thinking %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- else %}\n {{- '<think>\\n' }}\n {%- endif %}\n{%- endif %}", | |
| "_merge_note": "Merge of four: KAT-Coder-V2.5-Dev + Qwopus3.6-35B-A3B-Coder + Qwen-AgentWorld-35B-A3B + Ornith-1.5-35B-A3B" | |
| } |