Text Generation
Transformers
Safetensors
English
Chinese
qwen3_5_text
Merge
ties
della
model-stock
geodella
qwen
qwen3.5
causal-lm
deltanet
linear-attention
agentic
reasoning
code
swe-bench
conversational
Instructions to use pragmaticcs/PentaCoder-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use pragmaticcs/PentaCoder-9B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="pragmaticcs/PentaCoder-9B") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("pragmaticcs/PentaCoder-9B") model = AutoModelForCausalLM.from_pretrained("pragmaticcs/PentaCoder-9B", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.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(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use pragmaticcs/PentaCoder-9B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "pragmaticcs/PentaCoder-9B" # 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/PentaCoder-9B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/pragmaticcs/PentaCoder-9B
- SGLang
How to use pragmaticcs/PentaCoder-9B 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/PentaCoder-9B" \ --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/PentaCoder-9B", "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/PentaCoder-9B" \ --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/PentaCoder-9B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use pragmaticcs/PentaCoder-9B with Docker Model Runner:
docker model run hf.co/pragmaticcs/PentaCoder-9B
Upload chat_template.jinja with huggingface_hub
Browse files- chat_template.jinja +534 -0
chat_template.jinja
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| 1 |
+
{%- set template_version = "qwen3.5-3.6-kat-qwopus-agentworld-ornith-merged-v3-agentic" %}
|
| 2 |
+
{#- =========================================================================================
|
| 3 |
+
QWEN HYBRID AGENTIC CHAT TEMPLATE (KAT-Coder + Qwopus + AgentWorld + Ornith)
|
| 4 |
+
Supported tool formats:
|
| 5 |
+
- 'qwen3_coder' (default): Official XML syntax (<function=...><parameter=...>)
|
| 6 |
+
- 'json': Official Qwen / Qwopus JSON syntax (<tool_call>{"name":...,"arguments":...}</tool_call>)
|
| 7 |
+
Agentic Features:
|
| 8 |
+
- Runtime protocol collision suppression (_suppress_tools / [TOOL_REQUEST])
|
| 9 |
+
- 3-tier consecutive failure warning escalation (anti-loop circuit breaker)
|
| 10 |
+
- MCP / ToolCall argument normalization (.arguments, .parameters, .input)
|
| 11 |
+
- Non-destructive JSON response truncation protection
|
| 12 |
+
- Dynamic thinking pruning on multi-turn trajectories
|
| 13 |
+
========================================================================================= -#}
|
| 14 |
+
|
| 15 |
+
{%- set _tool_format = tool_call_format if tool_call_format is defined else 'qwen3_coder' %}
|
| 16 |
+
{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}
|
| 17 |
+
{%- 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 %}
|
| 18 |
+
|
| 19 |
+
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
|
| 20 |
+
{%- set _preserve_thinking = (preserve_reasoning not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}
|
| 21 |
+
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
|
| 22 |
+
{%- set _preserve_thinking = (preserve_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}
|
| 23 |
+
{%- else %}
|
| 24 |
+
{%- set _preserve_thinking = true %}
|
| 25 |
+
{%- endif %}
|
| 26 |
+
|
| 27 |
+
{%- 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 %}
|
| 28 |
+
{%- 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 %}
|
| 29 |
+
{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
|
| 30 |
+
|
| 31 |
+
{# --- Dynamic Reasoning Effort Mapping --- #}
|
| 32 |
+
{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}
|
| 33 |
+
{%- set _initial_thinking = enable_thinking %}
|
| 34 |
+
{%- set _initial_effort = 'medium' %}
|
| 35 |
+
{%- if _effort_raw in ('none', 'off') %}
|
| 36 |
+
{%- set _initial_thinking = false %}
|
| 37 |
+
{%- set _initial_effort = 'medium' %}
|
| 38 |
+
{%- elif _effort_raw in ('minimal', 'low') %}
|
| 39 |
+
{%- set _initial_effort = 'low' %}
|
| 40 |
+
{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}
|
| 41 |
+
{%- set _initial_thinking = true %}
|
| 42 |
+
{%- set _initial_effort = 'xhigh' %}
|
| 43 |
+
{%- else %}
|
| 44 |
+
{%- set _initial_effort = 'medium' %}
|
| 45 |
+
{%- endif %}
|
| 46 |
+
|
| 47 |
+
{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}
|
| 48 |
+
{%- if auto_disable_thinking_with_tools and _has_tools %}
|
| 49 |
+
{%- set ns_state.thinking = false %}
|
| 50 |
+
{%- endif %}
|
| 51 |
+
|
| 52 |
+
{# --- In-Prompt Thinking Directive Scanning --- #}
|
| 53 |
+
{%- for msg in messages %}
|
| 54 |
+
{%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}
|
| 55 |
+
{%- if msg.content is string %}
|
| 56 |
+
{%- if '<|think_off|>' in msg.content %}
|
| 57 |
+
{%- set ns_state.thinking = false %}
|
| 58 |
+
{%- elif '<|think_on|>' in msg.content %}
|
| 59 |
+
{%- set ns_state.thinking = true %}
|
| 60 |
+
{%- 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 %}
|
| 61 |
+
{%- set ns_state.thinking = true %}
|
| 62 |
+
{%- set ns_state.effort = 'xhigh' %}
|
| 63 |
+
{%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}
|
| 64 |
+
{%- set ns_state.thinking = true %}
|
| 65 |
+
{%- set ns_state.effort = 'low' %}
|
| 66 |
+
{%- elif '<|think_medium|>' in msg.content %}
|
| 67 |
+
{%- set ns_state.thinking = true %}
|
| 68 |
+
{%- set ns_state.effort = 'medium' %}
|
| 69 |
+
{%- endif %}
|
| 70 |
+
{%- elif msg.content is iterable and msg.content is not mapping %}
|
| 71 |
+
{%- for item in msg.content %}
|
| 72 |
+
{%- if item is string %}
|
| 73 |
+
{%- set _item_text = item %}
|
| 74 |
+
{%- elif item is mapping and 'text' in item and item.text is string %}
|
| 75 |
+
{%- set _item_text = item.text %}
|
| 76 |
+
{%- elif item is mapping and 'content' in item and item.content is string %}
|
| 77 |
+
{%- set _item_text = item.content %}
|
| 78 |
+
{%- else %}
|
| 79 |
+
{%- set _item_text = '' %}
|
| 80 |
+
{%- endif %}
|
| 81 |
+
{%- if _item_text %}
|
| 82 |
+
{%- if '<|think_off|>' in _item_text %}
|
| 83 |
+
{%- set ns_state.thinking = false %}
|
| 84 |
+
{%- elif '<|think_on|>' in _item_text %}
|
| 85 |
+
{%- set ns_state.thinking = true %}
|
| 86 |
+
{%- 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 %}
|
| 87 |
+
{%- set ns_state.thinking = true %}
|
| 88 |
+
{%- set ns_state.effort = 'xhigh' %}
|
| 89 |
+
{%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}
|
| 90 |
+
{%- set ns_state.thinking = true %}
|
| 91 |
+
{%- set ns_state.effort = 'low' %}
|
| 92 |
+
{%- elif '<|think_medium|>' in _item_text %}
|
| 93 |
+
{%- set ns_state.thinking = true %}
|
| 94 |
+
{%- set ns_state.effort = 'medium' %}
|
| 95 |
+
{%- endif %}
|
| 96 |
+
{%- endif %}
|
| 97 |
+
{%- endfor %}
|
| 98 |
+
{%- endif %}
|
| 99 |
+
{%- endif %}
|
| 100 |
+
{%- endfor %}
|
| 101 |
+
|
| 102 |
+
{%- set reasoning_instructions = '' %}
|
| 103 |
+
{%- if ns_state.thinking %}
|
| 104 |
+
{%- if ns_state.effort == 'xhigh' %}
|
| 105 |
+
{%- 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.' %}
|
| 106 |
+
{%- elif ns_state.effort == 'low' %}
|
| 107 |
+
{%- 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.' %}
|
| 108 |
+
{%- endif %}
|
| 109 |
+
{%- endif %}
|
| 110 |
+
|
| 111 |
+
{# --- Content Render Macro (Enforces Pure-Text CausalLM) --- #}
|
| 112 |
+
{%- macro render_content(content, is_system_content=false) %}
|
| 113 |
+
{%- if content is string %}
|
| 114 |
+
{{- content }}
|
| 115 |
+
{%- elif content is iterable and content is not mapping %}
|
| 116 |
+
{%- for item in content %}
|
| 117 |
+
{%- if item is mapping %}
|
| 118 |
+
{%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
|
| 119 |
+
{{- raise_exception('This model is a pure text CausalLM (vision tower removed). Image inputs are not supported.') }}
|
| 120 |
+
{%- elif item.type == 'video' or 'video' in item %}
|
| 121 |
+
{{- raise_exception('This model is a pure text CausalLM (vision tower removed). Video inputs are not supported.') }}
|
| 122 |
+
{%- elif 'text' in item %}
|
| 123 |
+
{{- (item.text | string) if item.text is not none else '' }}
|
| 124 |
+
{%- elif 'content' in item and item.content is string %}
|
| 125 |
+
{{- item.content }}
|
| 126 |
+
{%- else %}
|
| 127 |
+
{{- item | tojson }}
|
| 128 |
+
{%- endif %}
|
| 129 |
+
{%- else %}
|
| 130 |
+
{{- item | string }}
|
| 131 |
+
{%- endif %}
|
| 132 |
+
{%- endfor %}
|
| 133 |
+
{%- elif content is none or content is undefined %}
|
| 134 |
+
{{- '' }}
|
| 135 |
+
{%- else %}
|
| 136 |
+
{{- raise_exception('Unexpected content type.') }}
|
| 137 |
+
{%- endif %}
|
| 138 |
+
{%- endmacro %}
|
| 139 |
+
|
| 140 |
+
{%- if not messages %}
|
| 141 |
+
{{- raise_exception('No messages provided.') }}
|
| 142 |
+
{%- endif %}
|
| 143 |
+
|
| 144 |
+
{# --- Head Extraction (System/Developer Messages) --- #}
|
| 145 |
+
{%- set head = namespace(count=0, seen_non_system=false) %}
|
| 146 |
+
{%- for message in messages %}
|
| 147 |
+
{%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
|
| 148 |
+
{%- if _is_sys and not head.seen_non_system %}
|
| 149 |
+
{%- set head.count = head.count + 1 %}
|
| 150 |
+
{%- else %}
|
| 151 |
+
{%- set head.seen_non_system = true %}
|
| 152 |
+
{%- endif %}
|
| 153 |
+
{%- endfor %}
|
| 154 |
+
|
| 155 |
+
{%- set sys_state = namespace(content='') %}
|
| 156 |
+
{%- for message in messages[:head.count] %}
|
| 157 |
+
{%- set _part = render_content(message.content, true) | trim %}
|
| 158 |
+
{%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}
|
| 159 |
+
{%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}
|
| 160 |
+
{%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
|
| 161 |
+
{%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}
|
| 162 |
+
{%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
|
| 163 |
+
{%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
|
| 164 |
+
{%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}
|
| 165 |
+
{%- if '<|think_deep|>' in _part %}{%- set _part = _part.split('<|think_deep|>') | join('') | trim %}{%- endif %}
|
| 166 |
+
{%- if '<|think_long|>' in _part %}{%- set _part = _part.split('<|think_long|>') | join('') | trim %}{%- endif %}
|
| 167 |
+
{%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}
|
| 168 |
+
{%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}
|
| 169 |
+
{%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
|
| 170 |
+
{%- if _part %}
|
| 171 |
+
{%- if sys_state.content %}
|
| 172 |
+
{%- set sys_state.content = sys_state.content ~ '\n\n' ~ _part %}
|
| 173 |
+
{%- else %}
|
| 174 |
+
{%- set sys_state.content = _part %}
|
| 175 |
+
{%- endif %}
|
| 176 |
+
{%- endif %}
|
| 177 |
+
{%- endfor %}
|
| 178 |
+
|
| 179 |
+
{%- set _sc = sys_state.content %}
|
| 180 |
+
{%- set _msgs = messages[head.count:] %}
|
| 181 |
+
|
| 182 |
+
{# --- Optional Terse Directive --- #}
|
| 183 |
+
{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}
|
| 184 |
+
{%- if _terse_on %}
|
| 185 |
+
{%- if ns_state.thinking %}
|
| 186 |
+
{%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}
|
| 187 |
+
{%- else %}
|
| 188 |
+
{%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}
|
| 189 |
+
{%- endif %}
|
| 190 |
+
{%- set _terse_core %}
|
| 191 |
+
Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you have already made.
|
| 192 |
+
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.
|
| 193 |
+
If a user request is genuinely ambiguous, ask a sharp question, do not guess.
|
| 194 |
+
{%- endset %}
|
| 195 |
+
{%- set _terse = _terse_lead ~ '\n' ~ (_terse_core | trim) %}
|
| 196 |
+
{%- if not _sc %}
|
| 197 |
+
{%- set _sc = _terse | trim %}
|
| 198 |
+
{%- else %}
|
| 199 |
+
{%- set _sc = (_sc | trim) ~ '\n\n' ~ (_terse | trim) %}
|
| 200 |
+
{%- endif %}
|
| 201 |
+
{%- endif %}
|
| 202 |
+
|
| 203 |
+
{# --- Frontend Runtime Protocol Collision Detection (Borrowed from Donor 1) --- #}
|
| 204 |
+
{%- set _runtime_tool_protocol = (_sc is defined and _sc and ('[TOOL_REQUEST]' in _sc or '[AVAILABLE_TOOLS]' in _sc or '<tool_protocol>' in _sc)) %}
|
| 205 |
+
{%- set _suppress_tools = (suppress_tool_instructions in (true, 'true', 'True', 1, '1', 'on')) if suppress_tool_instructions is defined else _runtime_tool_protocol %}
|
| 206 |
+
|
| 207 |
+
{# --- Tool System Prompt Injection --- #}
|
| 208 |
+
{%- if _has_tools and not _suppress_tools %}
|
| 209 |
+
{{- '<|im_start|>system\n' }}
|
| 210 |
+
{%- if reasoning_instructions %}
|
| 211 |
+
{{- reasoning_instructions + '\n\n' }}
|
| 212 |
+
{%- endif %}
|
| 213 |
+
{{- '# Tools\n\nYou have access to the following functions:\n\n<tools>' }}
|
| 214 |
+
{%- for tool in tools %}
|
| 215 |
+
{{- '\n' }}
|
| 216 |
+
{{- tool | tojson }}
|
| 217 |
+
{%- endfor %}
|
| 218 |
+
{{- '\n</tools>' }}
|
| 219 |
+
{%- if _tool_format == 'json' %}
|
| 220 |
+
{#- Canonical Qwen / Qwopus JSON invocation format (Borrowed from Donor 2) -#}
|
| 221 |
+
{{- '\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n' }}
|
| 222 |
+
{%- if ns_state.thinking %}
|
| 223 |
+
{{- '<think>\nBrief explanation of next step or parameter rationale\n</think>\n' }}
|
| 224 |
+
{%- endif %}
|
| 225 |
+
{{- '<tool_call>\n{"name": "example_function_name", "arguments": {"example_parameter_1": "value_1", "example_parameter_2": "value_2"}}\n</tool_call>\n\n<IMPORTANT>\n' }}
|
| 226 |
+
{%- if ns_state.thinking %}
|
| 227 |
+
{{- '- All planning, hypothesis testing, and error reflection MUST be placed strictly inside the <think></think> block.\n' }}
|
| 228 |
+
{{- '- Output the <tool_call> block IMMEDIATELY after thinking with NO conversational text before it.\n' }}
|
| 229 |
+
{%- else %}
|
| 230 |
+
{{- '- Output the <tool_call> block IMMEDIATELY with NO conversational text before it.\n' }}
|
| 231 |
+
{%- endif %}
|
| 232 |
+
{{- '- The <tool_call> tag MUST be at the very beginning of a new line, with NO indentation.\n' }}
|
| 233 |
+
{{- '- For multiple calls in parallel, output a separate <tool_call></tool_call> block for EACH function. Do NOT nest calls.\n' }}
|
| 234 |
+
{{- '- Keep tool calls purposeful: issue only the calls required for the immediate next step.\n' }}
|
| 235 |
+
{{- '- Once all necessary data is gathered, provide your final answer directly without calling further tools.\n</IMPORTANT>' }}
|
| 236 |
+
{%- else %}
|
| 237 |
+
{#- Official Qwen3-Coder XML syntax (<function=...><parameter=...>) -#}
|
| 238 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}
|
| 239 |
+
{%- if ns_state.thinking %}
|
| 240 |
+
{{- '<think>\nBrief explanation of next step or parameter rationale\n</think>\n' }}
|
| 241 |
+
{%- endif %}
|
| 242 |
+
{{- '<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nvalue_2\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\n' }}
|
| 243 |
+
{%- if ns_state.thinking %}
|
| 244 |
+
{{- '- All planning, hypothesis testing, and error reflection MUST be placed strictly inside the <think></think> block.\n' }}
|
| 245 |
+
{{- '- Output the <tool_call> block IMMEDIATELY after thinking with NO conversational text before it.\n' }}
|
| 246 |
+
{%- else %}
|
| 247 |
+
{{- '- Output the <tool_call> block IMMEDIATELY with NO conversational text before it.\n' }}
|
| 248 |
+
{%- endif %}
|
| 249 |
+
{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block nested within <tool_call></tool_call> tags.\n' }}
|
| 250 |
+
{{- '- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n' }}
|
| 251 |
+
{{- '- For multiple calls, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest blocks.\n' }}
|
| 252 |
+
{{- '- Keep tool calls purposeful: issue only the calls required for the immediate next step.\n' }}
|
| 253 |
+
{{- '- Once all necessary data is gathered, provide your final answer directly without calling further tools.\n</IMPORTANT>' }}
|
| 254 |
+
{%- endif %}
|
| 255 |
+
{%- if _sc %}
|
| 256 |
+
{{- '\n\n' + _sc }}
|
| 257 |
+
{%- endif %}
|
| 258 |
+
{{- '<|im_end|>\n' }}
|
| 259 |
+
{%- else %}
|
| 260 |
+
{%- if _sc %}
|
| 261 |
+
{{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '') + _sc + '<|im_end|>\n' }}
|
| 262 |
+
{%- elif reasoning_instructions %}
|
| 263 |
+
{{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
|
| 264 |
+
{%- endif %}
|
| 265 |
+
{%- endif %}
|
| 266 |
+
|
| 267 |
+
{# --- Multi-Turn Trajectory Analysis (Scanning for Root User Query) --- #}
|
| 268 |
+
{%- set ns = namespace(found_query=false, last_query_index=0) %}
|
| 269 |
+
{%- for message in _msgs[::-1] %}
|
| 270 |
+
{%- set index = (_msgs | length - 1) - loop.index0 %}
|
| 271 |
+
{%- if not ns.found_query and message.role == 'user' %}
|
| 272 |
+
{%- set _rc = render_content(message.content) | trim %}
|
| 273 |
+
{%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
|
| 274 |
+
{%- set ns.found_query = true %}
|
| 275 |
+
{%- set ns.last_query_index = index %}
|
| 276 |
+
{%- endif %}
|
| 277 |
+
{%- endif %}
|
| 278 |
+
{%- endfor %}
|
| 279 |
+
|
| 280 |
+
{# Fallback when entire context consists of autonomous tool loops (Borrowed from Donor 1) #}
|
| 281 |
+
{%- if not ns.found_query and _msgs | length > 0 %}
|
| 282 |
+
{%- set ns.last_query_index = (_msgs | length - 1) %}
|
| 283 |
+
{%- endif %}
|
| 284 |
+
|
| 285 |
+
{# --- Conversation Render Loop --- #}
|
| 286 |
+
{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
|
| 287 |
+
{%- for message in _msgs %}
|
| 288 |
+
{%- set is_system = (message.role == "system" or message.role == "developer") %}
|
| 289 |
+
{%- set content = render_content(message.content, is_system) | trim %}
|
| 290 |
+
{%- if is_system or message.role == 'user' %}
|
| 291 |
+
{%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}
|
| 292 |
+
{%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}
|
| 293 |
+
{%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
|
| 294 |
+
{%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}
|
| 295 |
+
{%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
|
| 296 |
+
{%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
|
| 297 |
+
{%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}
|
| 298 |
+
{%- if '<|think_deep|>' in content %}{%- set content = content.split('<|think_deep|>') | join('') | trim %}{%- endif %}
|
| 299 |
+
{%- if '<|think_long|>' in content %}{%- set content = content.split('<|think_long|>') | join('') | trim %}{%- endif %}
|
| 300 |
+
{%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}
|
| 301 |
+
{%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}
|
| 302 |
+
{%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
|
| 303 |
+
{%- endif %}
|
| 304 |
+
{%- if is_system %}
|
| 305 |
+
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
|
| 306 |
+
{%- elif message.role == 'user' %}
|
| 307 |
+
{%- set ns2.consecutive_failures = 0 %}
|
| 308 |
+
{{- '<|im_start|>user\n' + content + '<|im_end|>\n' }}
|
| 309 |
+
{%- elif message.role == 'assistant' %}
|
| 310 |
+
{%- set reasoning_content = '' %}
|
| 311 |
+
{%- set _explicit_reasoning = '' %}
|
| 312 |
+
{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
|
| 313 |
+
{%- if message.reasoning_content is string %}
|
| 314 |
+
{%- set _explicit_reasoning = message.reasoning_content %}
|
| 315 |
+
{%- elif message.reasoning_content is mapping and 'text' in message.reasoning_content %}
|
| 316 |
+
{%- set _explicit_reasoning = message.reasoning_content.text | string %}
|
| 317 |
+
{%- else %}
|
| 318 |
+
{%- set _explicit_reasoning = message.reasoning_content | string %}
|
| 319 |
+
{%- endif %}
|
| 320 |
+
{%- elif message.thinking is defined and message.thinking is not none %}
|
| 321 |
+
{%- if message.thinking is string %}
|
| 322 |
+
{%- set _explicit_reasoning = message.thinking %}
|
| 323 |
+
{%- elif message.thinking is mapping and 'text' in message.thinking %}
|
| 324 |
+
{%- set _explicit_reasoning = message.thinking.text | string %}
|
| 325 |
+
{%- else %}
|
| 326 |
+
{%- set _explicit_reasoning = message.thinking | string %}
|
| 327 |
+
{%- endif %}
|
| 328 |
+
{%- elif message.reasoning is defined and message.reasoning is not none %}
|
| 329 |
+
{%- if message.reasoning is string %}
|
| 330 |
+
{%- set _explicit_reasoning = message.reasoning %}
|
| 331 |
+
{%- elif message.reasoning is mapping and 'text' in message.reasoning %}
|
| 332 |
+
{%- set _explicit_reasoning = message.reasoning.text | string %}
|
| 333 |
+
{%- else %}
|
| 334 |
+
{%- set _explicit_reasoning = message.reasoning | string %}
|
| 335 |
+
{%- endif %}
|
| 336 |
+
{%- endif %}
|
| 337 |
+
{%- if _explicit_reasoning %}
|
| 338 |
+
{%- set _lead_end = '' %}
|
| 339 |
+
{%- if '</think>' in content %}
|
| 340 |
+
{%- set _lead_end = '</think>' %}
|
| 341 |
+
{%- elif '</thinking>' in content %}
|
| 342 |
+
{%- set _lead_end = '</thinking>' %}
|
| 343 |
+
{%- endif %}
|
| 344 |
+
{%- if _lead_end %}
|
| 345 |
+
{%- set _parts = content.split(_lead_end) %}
|
| 346 |
+
{%- set content = (_parts[1:] | join(_lead_end)).lstrip('\n') %}
|
| 347 |
+
{%- endif %}
|
| 348 |
+
{%- set reasoning_content = _explicit_reasoning %}
|
| 349 |
+
{%- else %}
|
| 350 |
+
{%- set _think_end = '' %}
|
| 351 |
+
{%- if '</think>' in content %}
|
| 352 |
+
{%- set _think_end = '</think>' %}
|
| 353 |
+
{%- elif '</thinking>' in content %}
|
| 354 |
+
{%- set _think_end = '</thinking>' %}
|
| 355 |
+
{%- endif %}
|
| 356 |
+
{%- if _think_end %}
|
| 357 |
+
{%- set _think_start = '<thinking>' if 'thinking' in _think_end else '<think>' %}
|
| 358 |
+
{%- set _parts = content.split(_think_end) %}
|
| 359 |
+
{%- set reasoning_content = _parts[0].rstrip('\n') %}
|
| 360 |
+
{%- if _think_start in reasoning_content %}
|
| 361 |
+
{%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\n') %}
|
| 362 |
+
{%- endif %}
|
| 363 |
+
{%- set content = (_parts[1:] | join(_think_end)).lstrip('\n') %}
|
| 364 |
+
{%- endif %}
|
| 365 |
+
{%- endif %}
|
| 366 |
+
{%- set reasoning_content = reasoning_content | trim %}
|
| 367 |
+
|
| 368 |
+
{# Emit Assistant Thought and Content #}
|
| 369 |
+
{%- if reasoning_content and (_preserve_thinking or loop.index0 >= ns.last_query_index) %}
|
| 370 |
+
{{- '<|im_start|>assistant\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
|
| 371 |
+
{%- else %}
|
| 372 |
+
{{- '<|im_start|>assistant\n' + content }}
|
| 373 |
+
{%- endif %}
|
| 374 |
+
|
| 375 |
+
{# Emit Tool Calls (Guarded against double emission if <tool_call> is already in content) #}
|
| 376 |
+
{%- 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 %}
|
| 377 |
+
{%- for tool_call in message.tool_calls %}
|
| 378 |
+
{%- if tool_call.function is defined and tool_call.function is not none %}
|
| 379 |
+
{%- set tc = tool_call.function %}
|
| 380 |
+
{%- else %}
|
| 381 |
+
{%- set tc = tool_call %}
|
| 382 |
+
{%- endif %}
|
| 383 |
+
{%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
|
| 384 |
+
|
| 385 |
+
{# Resolve Arguments across OpenAI, Anthropic/Claude, and MCP schemas (.arguments, .parameters, .input) #}
|
| 386 |
+
{%- set tc_args_raw = none %}
|
| 387 |
+
{%- if tc.arguments is defined and tc.arguments is not none %}
|
| 388 |
+
{%- set tc_args_raw = tc.arguments %}
|
| 389 |
+
{%- elif tc.parameters is defined and tc.parameters is not none %}
|
| 390 |
+
{%- set tc_args_raw = tc.parameters %}
|
| 391 |
+
{%- elif tc.input is defined and tc.input is not none %}
|
| 392 |
+
{%- set tc_args_raw = tc.input %}
|
| 393 |
+
{%- endif %}
|
| 394 |
+
|
| 395 |
+
{%- if _tool_format == 'json' %}
|
| 396 |
+
{%- if loop.first %}
|
| 397 |
+
{%- if content | trim %}
|
| 398 |
+
{{- '\n\n' }}
|
| 399 |
+
{%- endif %}
|
| 400 |
+
{%- else %}
|
| 401 |
+
{{- '\n' }}
|
| 402 |
+
{%- endif %}
|
| 403 |
+
{%- set _args = '{}' %}
|
| 404 |
+
{%- if tc_args_raw is not none %}
|
| 405 |
+
{%- if tc_args_raw is mapping %}
|
| 406 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 407 |
+
{%- elif tc_args_raw is string %}
|
| 408 |
+
{%- set _trimmed_args = tc_args_raw | trim %}
|
| 409 |
+
{%- if _trimmed_args | length > 0 %}
|
| 410 |
+
{%- if _trimmed_args | first == '{' and _trimmed_args | last == '}' %}
|
| 411 |
+
{%- set _args = _trimmed_args %}
|
| 412 |
+
{%- else %}
|
| 413 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 414 |
+
{%- endif %}
|
| 415 |
+
{%- endif %}
|
| 416 |
+
{%- else %}
|
| 417 |
+
{%- set _args = tc_args_raw | tojson %}
|
| 418 |
+
{%- endif %}
|
| 419 |
+
{%- endif %}
|
| 420 |
+
{{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
|
| 421 |
+
{%- else %}
|
| 422 |
+
{%- if loop.first %}
|
| 423 |
+
{%- if content | trim %}
|
| 424 |
+
{{- '\n\n<tool_call>\n<function=' + tc_name + '>\n' }}
|
| 425 |
+
{%- else %}
|
| 426 |
+
{{- '<tool_call>\n<function=' + tc_name + '>\n' }}
|
| 427 |
+
{%- endif %}
|
| 428 |
+
{%- else %}
|
| 429 |
+
{{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
|
| 430 |
+
{%- endif %}
|
| 431 |
+
{%- if tc_args_raw is not none %}
|
| 432 |
+
{%- if tc_args_raw is mapping %}
|
| 433 |
+
{%- for args_name, args_value in tc_args_raw.items() %}
|
| 434 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 435 |
+
{%- if args_value is string %}
|
| 436 |
+
{%- set _av = args_value %}
|
| 437 |
+
{%- else %}
|
| 438 |
+
{%- set _av = args_value | tojson %}
|
| 439 |
+
{%- endif %}
|
| 440 |
+
{%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}
|
| 441 |
+
{{- _av[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_av | length | string) ~ ' chars]' }}
|
| 442 |
+
{%- else %}
|
| 443 |
+
{{- _av }}
|
| 444 |
+
{%- endif %}
|
| 445 |
+
{{- '\n</parameter>\n' }}
|
| 446 |
+
{%- endfor %}
|
| 447 |
+
{%- else %}
|
| 448 |
+
{%- if tc_args_raw is string %}
|
| 449 |
+
{%- set _raw_args = tc_args_raw %}
|
| 450 |
+
{%- else %}
|
| 451 |
+
{%- set _raw_args = tc_args_raw | tojson %}
|
| 452 |
+
{%- endif %}
|
| 453 |
+
{%- if _raw_args %}
|
| 454 |
+
{%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
|
| 455 |
+
{{- _raw_args[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_raw_args | length | string) ~ ' chars]' }}
|
| 456 |
+
{%- else %}
|
| 457 |
+
{{- _raw_args }}
|
| 458 |
+
{%- endif %}
|
| 459 |
+
{%- endif %}
|
| 460 |
+
{%- endif %}
|
| 461 |
+
{%- endif %}
|
| 462 |
+
{{- '</function>\n</tool_call>' }}
|
| 463 |
+
{%- endif %}
|
| 464 |
+
{%- endfor %}
|
| 465 |
+
{%- endif %}
|
| 466 |
+
{{- '<|im_end|>\n' }}
|
| 467 |
+
{%- elif message.role == 'tool' %}
|
| 468 |
+
{# --- Multi-Turn Tool Response & Escalating Circuit Breaker --- #}
|
| 469 |
+
{%- set _content_lower = content | lower %}
|
| 470 |
+
{%- set _content_head = _content_lower[:150] %}
|
| 471 |
+
{%- 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) %}
|
| 472 |
+
{%- set _exit_code_zero = ('exit code: 0' in _content_head or 'process exited with code 0' in _content_head) %}
|
| 473 |
+
{%- 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) %}
|
| 474 |
+
{%- 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 '"success": false' in _content_head or '"success":false' 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 'permission denied' in _content_head or 'no such file or directory' 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 ')) %}
|
| 475 |
+
{%- set _weak_error = ('error:' in _content_head or 'err!' in _content_head) %}
|
| 476 |
+
{%- set _weak_suppressed = ('$ ' in _content_head or 'took ' in _content_head or content | length >= 600) %}
|
| 477 |
+
|
| 478 |
+
{%- if not _is_code_or_grep and (_strong_error or (_weak_error and not _weak_suppressed)) %}
|
| 479 |
+
{%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}
|
| 480 |
+
{%- else %}
|
| 481 |
+
{%- set ns2.consecutive_failures = 0 %}
|
| 482 |
+
{%- endif %}
|
| 483 |
+
|
| 484 |
+
{%- if ns2.prev_role != 'tool' %}
|
| 485 |
+
{{- '<|im_start|>user' }}
|
| 486 |
+
{%- endif %}
|
| 487 |
+
|
| 488 |
+
{# Truncate non-JSON outputs safely, alert if JSON was clipped (Borrowed from Donor 1) #}
|
| 489 |
+
{%- set _is_json_payload = (content | trim | length > 0 and (content | trim)[:1] in ('{', '[')) %}
|
| 490 |
+
{%- if max_tool_response_chars > 0 and content | length > max_tool_response_chars %}
|
| 491 |
+
{%- if _is_json_payload %}
|
| 492 |
+
{%- set content = content[:max_tool_response_chars] + '\n[TRUNCATED: Output exceeded ' ~ max_tool_response_chars ~ ' chars. Remaining JSON payload clipped]' %}
|
| 493 |
+
{%- else %}
|
| 494 |
+
{%- set content = content[:max_tool_response_chars] + '\n[TRUNCATED - original length ' ~ (content | length | string) ~ ' chars]' %}
|
| 495 |
+
{%- endif %}
|
| 496 |
+
{%- endif %}
|
| 497 |
+
|
| 498 |
+
{{- '\n<tool_response>\n' + content }}
|
| 499 |
+
|
| 500 |
+
{# 3-Tier Failure Escalation (Anti-Loop Circuit Breaker) #}
|
| 501 |
+
{%- if ns2.consecutive_failures >= 3 %}
|
| 502 |
+
{{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. CRITICAL AGENTIC LOOP. Do NOT repeat the failed command or variations of it. If a dependency, tool, or path is missing, immediately PIVOT to an alternative diagnostic tool or report the blocker directly.' }}
|
| 503 |
+
{%- elif ns2.consecutive_failures == 2 %}
|
| 504 |
+
{{- '\n\n⚠️ SYSTEM WARNING: 2 consecutive tool errors detected. Your previous technical approach is fundamentally incorrect. You MUST diagnose root cause and use a completely different approach or command.' }}
|
| 505 |
+
{%- elif ns2.consecutive_failures == 1 %}
|
| 506 |
+
{{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with corrected arguments.' }}
|
| 507 |
+
{%- endif %}
|
| 508 |
+
|
| 509 |
+
{{- '\n</tool_response>' }}
|
| 510 |
+
|
| 511 |
+
{%- if loop.last %}
|
| 512 |
+
{{- '<|im_end|>\n' }}
|
| 513 |
+
{%- else %}
|
| 514 |
+
{%- set _next_role = _msgs[loop.index0 + 1].role %}
|
| 515 |
+
{%- if _next_role != 'tool' %}
|
| 516 |
+
{{- '<|im_end|>\n' }}
|
| 517 |
+
{%- endif %}
|
| 518 |
+
{%- endif %}
|
| 519 |
+
{%- else %}
|
| 520 |
+
{{- '<|im_start|>user\n[' + message.role + ']: ' + content + '<|im_end|>\n' }}
|
| 521 |
+
{%- endif %}
|
| 522 |
+
{%- set ns2.prev_role = message.role %}
|
| 523 |
+
{%- endfor %}
|
| 524 |
+
|
| 525 |
+
{# --- Generation Prompt --- #}
|
| 526 |
+
{%- set _add_gen = (add_generation_prompt in (true, 'true', 'True', 1, '1', 'on')) if add_generation_prompt is defined else false %}
|
| 527 |
+
{%- if _add_gen %}
|
| 528 |
+
{{- '<|im_start|>assistant\n' }}
|
| 529 |
+
{%- if not ns_state.thinking %}
|
| 530 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 531 |
+
{%- else %}
|
| 532 |
+
{{- '<think>\n' }}
|
| 533 |
+
{%- endif %}
|
| 534 |
+
{%- endif %}
|