Image-Text-to-Text
Transformers
Safetensors
gemma4
heretic
uncensored
decensored
abliterated
ara
conversational
Instructions to use eyentsign/gemma-4-31B-it-uncensored-heretic with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use eyentsign/gemma-4-31B-it-uncensored-heretic with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="eyentsign/gemma-4-31B-it-uncensored-heretic") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("eyentsign/gemma-4-31B-it-uncensored-heretic") model = AutoModelForMultimodalLM.from_pretrained("eyentsign/gemma-4-31B-it-uncensored-heretic") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use eyentsign/gemma-4-31B-it-uncensored-heretic with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "eyentsign/gemma-4-31B-it-uncensored-heretic" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "eyentsign/gemma-4-31B-it-uncensored-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/eyentsign/gemma-4-31B-it-uncensored-heretic
- SGLang
How to use eyentsign/gemma-4-31B-it-uncensored-heretic 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 "eyentsign/gemma-4-31B-it-uncensored-heretic" \ --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": "eyentsign/gemma-4-31B-it-uncensored-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "eyentsign/gemma-4-31B-it-uncensored-heretic" \ --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": "eyentsign/gemma-4-31B-it-uncensored-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use eyentsign/gemma-4-31B-it-uncensored-heretic with Docker Model Runner:
docker model run hf.co/eyentsign/gemma-4-31B-it-uncensored-heretic
File size: 23,077 Bytes
aded0a9 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 | {%- macro format_argument(argument, escape_keys=True) -%}
{%- if argument is none -%}
{{- 'null' -}}
{%- elif argument is string -%}
{{- '<|"|>' + argument + '<|"|>' -}}
{%- elif argument is boolean -%}
{{- 'true' if argument else 'false' -}}
{%- elif argument is mapping -%}
{{- '{' -}}
{%- set ns = namespace(found_first=false) -%}
{%- for key, value in argument | dictsort -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{%- if escape_keys -%}
{{- '<|"|>' + key + '<|"|>' -}}
{%- else -%}
{{- key -}}
{%- endif -%}
:{{- format_argument(value, escape_keys=escape_keys) -}}
{%- endfor -%}
{{- '}' -}}
{%- elif argument is iterable and argument is not string -%}
{{- '[' -}}
{%- for item in argument -%}
{{- format_argument(item, escape_keys=escape_keys) -}}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
{{- ']' -}}
{%- else -%}
{{- argument -}}
{%- endif -%}
{%- endmacro -%}
{%- macro format_type_argument(type_value) -%}
{%- if type_value is none -%}
<|"|>OBJECT<|"|>
{%- elif type_value is string -%}
<|"|>{{ type_value | upper }}<|"|>
{%- elif type_value is iterable and type_value is not string -%}
[
{%- for item in type_value -%}
{%- if item is string -%}
<|"|>{{ item | upper }}<|"|>
{%- else -%}
{{- format_argument(item) -}}
{%- endif -%}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- else -%}
{{- format_argument(type_value) -}}
{%- endif -%}
{%- endmacro -%}
{%- macro format_parameters(properties, required, filter_keys=false) -%}
{%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}
{%- set ns = namespace(found_first=false) -%}
{%- for key, value in properties | dictsort -%}
{%- if not filter_keys or key not in standard_keys -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{{ key }}:{
{%- set add_comma = false -%}
{%- if value is mapping -%}
{%- set vtype = value['type'] if 'type' in value and value['type'] else none -%}
{%- set is_string_type = (vtype is string and vtype | upper == 'STRING') or (vtype is iterable and vtype is not string and ('string' in vtype or 'STRING' in vtype)) -%}
{%- set is_array_type = (vtype is string and vtype | upper == 'ARRAY') or (vtype is iterable and vtype is not string and ('array' in vtype or 'ARRAY' in vtype)) -%}
{%- set is_object_type = (vtype is string and vtype | upper == 'OBJECT') or (vtype is iterable and vtype is not string and ('object' in vtype or 'OBJECT' in vtype)) -%}
{%- if 'description' in value and value['description'] -%}
description:<|"|>{{ value['description'] }}<|"|>
{%- set add_comma = true -%}
{%- endif -%}
{%- if is_string_type -%}
{%- if 'enum' in value and value['enum'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
enum:{{ format_argument(value['enum']) }}
{%- endif -%}
{%- elif is_array_type -%}
{%- if 'items' in value and value['items'] is mapping and value['items'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
items:{
{%- set ns_items = namespace(found_first=false) -%}
{%- for item_key, item_value in value['items'] | dictsort -%}
{%- if item_value is not none -%}
{%- if ns_items.found_first %},{% endif -%}
{%- set ns_items.found_first = true -%}
{%- if item_key == 'properties' -%}
properties:{
{%- if item_value is mapping -%}
{{- format_parameters(item_value, value['items']['required'] if 'required' in value['items'] else []) -}}
{%- endif -%}
}
{%- elif item_key == 'required' -%}
required:[
{%- for req_item in item_value -%}
<|"|>{{- req_item -}}<|"|>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- elif item_key == 'type' -%}
type:{{ format_type_argument(item_value) }}
{%- else -%}
{{ item_key }}:{{ format_argument(item_value) }}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
}
{%- endif -%}
{%- endif -%}
{%- if 'nullable' in value and value['nullable'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
nullable:true
{%- endif -%}
{%- if is_object_type or ('properties' in value and value['properties'] is mapping) -%}
{%- if 'properties' in value and value['properties'] is mapping -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
properties:{
{{- format_parameters(value['properties'], value['required'] if 'required' in value else []) -}}
}
{%- elif value is mapping -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
properties:{
{{- format_parameters(value, value['required'] if 'required' in value else [], filter_keys=true) -}}
}
{%- endif -%}
{%- if 'required' in value and value['required'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
required:[
{%- for item in value['required'] -%}
<|"|>{{- item -}}<|"|>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- endif -%}
{%- endif -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
type:{{ format_type_argument(vtype if vtype else 'object') }}
{%- else -%}
type:{{ format_type_argument('object') }}
{%- endif -%}
}
{%- endif -%}
{%- endfor -%}
{%- endmacro -%}
{%- macro format_function_declaration(tool_data) -%}
{%- set fn = tool_data['function'] if tool_data is mapping and 'function' in tool_data else tool_data -%}
{%- set tool_name = fn['name'] if fn is mapping and 'name' in fn and fn['name'] else 'unknown' -%}
{%- set tool_description = fn['description'] if fn is mapping and 'description' in fn and fn['description'] else '' -%}
declaration:{{- tool_name -}}{description:<|"|>{{- tool_description -}}<|"|>
{%- set params = none -%}
{%- if fn is mapping and 'parameters' in fn and fn['parameters'] -%}
{%- set params = fn['parameters'] -%}
{%- elif fn is mapping and 'input_schema' in fn and fn['input_schema'] -%}
{%- set params = fn['input_schema'] -%}
{%- elif fn is mapping and 'inputSchema' in fn and fn['inputSchema'] -%}
{%- set params = fn['inputSchema'] -%}
{%- endif -%}
{%- if params and params is mapping -%}
,parameters:{
{%- if 'properties' in params and params['properties'] -%}
properties:{ {{- format_parameters(params['properties'], params['required'] if 'required' in params else []) -}} },
{%- endif -%}
{%- if 'required' in params and params['required'] -%}
required:[
{%- for item in params['required'] -%}
<|"|>{{- item -}}<|"|>
{{- ',' if not loop.last -}}
{%- endfor -%}
],
{%- endif -%}
{%- if 'type' in params and params['type'] -%}
type:{{- format_type_argument(params['type']) -}}}
{%- else -%}
type:{{- format_type_argument('object') -}}}
{%- endif -%}
{%- endif -%}
{%- if fn is mapping and 'response' in fn and fn['response'] is mapping -%}
{%- set response_declaration = fn['response'] -%}
,response:{
{%- if 'description' in response_declaration and response_declaration['description'] -%}
description:<|"|>{{- response_declaration['description'] -}}<|"|>,
{%- endif -%}
{%- if 'type' in response_declaration and response_declaration['type'] -%}
type:{{- format_type_argument(response_declaration['type']) -}}}
{%- else -%}
type:{{- format_type_argument('object') -}}}
{%- endif -%}
{%- endif -%}
}
{%- endmacro -%}
{%- macro strip_thinking(text) -%}
{{- text | trim -}}
{%- endmacro -%}
{%- macro format_tool_response_block(tool_name, response) -%}
{{- '<|tool_response>' -}}
{%- if response is mapping -%}
{{- 'response:' + tool_name + '{' -}}
{%- for key, value in response | dictsort -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
{{- '}' -}}
{%- else -%}
{{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}}
{%- endif -%}
{{- '<tool_response|>' -}}
{%- endmacro -%}
{#- ===== SETUP ===== -#}
{%- set ns = namespace(prev_message_type=None, prev_non_tool_role=None) -%}
{%- set loop_messages = messages -%}
{%- set enable_thinking = enable_thinking if enable_thinking is defined else false -%}
{%- set preserve_thinking = preserve_thinking if preserve_thinking is defined else true -%}
{{- bos_token -}}
{#- Handle System/Tool Definitions Block -#}
{%- if enable_thinking or (tools is defined and tools) or (messages and messages[0]['role'] in ['system', 'developer']) -%}
{{- '<|turn>system\n' -}}
{#- Inject Thinking token at the very top of the FIRST system turn -#}
{%- if enable_thinking -%}
{{- '<|think|>\n' -}}
{%- set ns.prev_message_type = 'think' -%}
{%- endif -%}
{%- if messages and messages[0]['role'] in ['system', 'developer'] -%}
{%- if messages[0]['content'] is string -%}
{{- messages[0]['content'] | trim -}}
{%- elif messages[0]['content'] is iterable and messages[0]['content'] is not string -%}
{%- for item in messages[0]['content'] -%}
{%- if item is mapping and 'text' in item -%}{{- item['text'] | trim + ' '-}}{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- set loop_messages = messages[1:] -%}
{%- endif -%}
{%- if tools is defined and tools -%}
{%- for tool in tools %}
{{- '<|tool>' -}}
{{- format_function_declaration(tool) | trim -}}
{{- '<tool|>' -}}
{%- endfor %}
{%- set ns.prev_message_type = 'tool' -%}
{%- endif -%}
{{- '<turn|>\n' -}}
{%- endif %}
{#- Pre-scan: find last user message index for reasoning guard -#}
{%- set ns_turn = namespace(last_user_idx=-1) -%}
{%- for i in range(loop_messages | length) -%}
{%- if loop_messages[i]['role'] == 'user' -%}
{%- set ns_turn.last_user_idx = i -%}
{%- endif -%}
{%- endfor -%}
{#- Loop through messages -#}
{%- for message in loop_messages -%}
{%- if message['role'] != 'tool' -%}
{%- set ns.prev_message_type = None -%}
{%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%}
{%- set message_has_tool_calls = ('tool_calls' in message and message['tool_calls']) -%}
{#- Detect continuation using tracked state — O(1) instead of O(n) backward scan -#}
{%- set continue_same_model_turn = (role == 'model' and ns.prev_non_tool_role == 'assistant') -%}
{%- if not continue_same_model_turn -%}
{{- '<|turn>' + role + '\n' }}
{%- endif -%}
{#- Render reasoning/reasoning_content as thinking channel (tool-call turns only) -#}
{%- set thinking_ns = namespace(text='') -%}
{%- if 'reasoning' in message and message['reasoning'] -%}
{%- set thinking_ns.text = message['reasoning'] -%}
{%- elif 'reasoning_content' in message and message['reasoning_content'] -%}
{%- set thinking_ns.text = message['reasoning_content'] -%}
{%- endif -%}
{%- set thinking_gate = (loop.index0 > ns_turn.last_user_idx) or preserve_thinking -%}
{%- if thinking_ns.text and thinking_gate and message_has_tool_calls -%}
{{- '<|channel>thought\n' + thinking_ns.text + '\n<channel|>' -}}
{%- endif -%}
{%- if message_has_tool_calls -%}
{%- for tool_call in message['tool_calls'] -%}
{%- set function = tool_call['function'] if tool_call is mapping and 'function' in tool_call else tool_call -%}
{%- set function_name = function['name'] if function is mapping and 'name' in function and function['name'] else 'unknown' -%}
{{- '<|tool_call>call:' + function_name + '{' -}}
{%- if function is mapping and 'arguments' in function and function['arguments'] is mapping -%}
{%- set ns_args = namespace(found_first=false) -%}
{%- for key, value in function['arguments'] | dictsort -%}
{%- if ns_args.found_first %},{% endif -%}
{%- set ns_args.found_first = true -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
{%- endfor -%}
{%- elif function is mapping and 'arguments' in function and function['arguments'] is string -%}
{{- function['arguments'] -}}
{%- elif function is mapping and 'arguments' in function and function['arguments'] is not none -%}
{{- format_argument(function['arguments'], escape_keys=False) -}}
{%- endif -%}
{{- '}<tool_call|>' -}}
{%- endfor -%}
{%- set ns.prev_message_type = 'tool_call' -%}
{%- endif -%}
{%- set ns_tr_out = namespace(flag=false) -%}
{%- if 'tool_responses' in message and message['tool_responses'] -%}
{#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#}
{%- for tool_response in message['tool_responses'] -%}
{%- set tr_name = tool_response['name'] if tool_response is mapping and 'name' in tool_response and tool_response['name'] else 'unknown' -%}
{%- set tr_response = tool_response['response'] if tool_response is mapping and 'response' in tool_response else '' -%}
{{- format_tool_response_block(tr_name, tr_response) -}}
{%- set ns_tr_out.flag = true -%}
{%- set ns.prev_message_type = 'tool_response' -%}
{%- endfor -%}
{%- elif message_has_tool_calls -%}
{#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#}
{%- set ns_tool_scan = namespace(stopped=false) -%}
{%- for k in range(loop.index0 + 1, loop_messages | length) -%}
{%- if ns_tool_scan.stopped -%}
{%- elif loop_messages[k]['role'] != 'tool' -%}
{%- set ns_tool_scan.stopped = true -%}
{%- else -%}
{%- set follow = loop_messages[k] -%}
{#- Resolve tool_call_id to function name -#}
{%- set ns_tname = namespace(name='unknown') -%}
{%- if 'name' in follow and follow['name'] -%}
{%- set ns_tname.name = follow['name'] -%}
{%- endif -%}
{%- for tc in message['tool_calls'] -%}
{%- if tc is mapping and 'id' in tc and 'tool_call_id' in follow and tc['id'] == follow['tool_call_id'] -%}
{%- if 'function' in tc and 'name' in tc['function'] and tc['function']['name'] -%}
{%- set ns_tname.name = tc['function']['name'] -%}
{%- elif 'name' in tc and tc['name'] -%}
{%- set ns_tname.name = tc['name'] -%}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{#- Handle content as string, object, or content-parts array -#}
{%- set tool_body = follow['content'] if 'content' in follow else '' -%}
{%- if tool_body is string -%}
{{- format_tool_response_block(ns_tname.name, tool_body) -}}
{%- elif tool_body is mapping -%}
{{- format_tool_response_block(ns_tname.name, tool_body) -}}
{%- elif tool_body is iterable and tool_body is not string -%}
{%- set ns_txt = namespace(s='') -%}
{%- for part in tool_body -%}
{%- if part is mapping and 'type' in part and part['type'] == 'text' and 'text' in part -%}
{%- set ns_txt.s = ns_txt.s + part['text'] -%}
{%- endif -%}
{%- endfor -%}
{{- format_tool_response_block(ns_tname.name, ns_txt.s) -}}
{%- for part in tool_body -%}
{%- if part is mapping and 'type' in part and part['type'] in ['image', 'image_url'] -%}
{{- '<|image|>' -}}
{%- elif part is mapping and 'type' in part and part['type'] in ['audio', 'input_audio'] -%}
{{- '<|audio|>' -}}
{%- elif part is mapping and 'type' in part and part['type'] == 'video' -%}
{{- '<|video|>' -}}
{%- endif -%}
{%- endfor -%}
{%- else -%}
{{- format_tool_response_block(ns_tname.name, tool_body) -}}
{%- endif -%}
{%- set ns_tr_out.flag = true -%}
{%- set ns.prev_message_type = 'tool_response' -%}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- set captured_content -%}
{%- if 'content' in message and message['content'] is string -%}
{%- if role == 'model' -%}
{{- strip_thinking(message['content']) -}}
{%- else -%}
{{- message['content'] | trim -}}
{%- endif -%}
{%- elif 'content' in message and message['content'] is iterable and message['content'] is not string -%}
{%- for item in message['content'] -%}
{%- if item is mapping and 'type' in item and item['type'] == 'text' and 'text' in item -%}
{%- if role == 'model' -%}
{{- strip_thinking(item['text']) -}}
{%- else -%}
{{- item['text'] | trim -}}
{%- endif -%}
{%- elif item is mapping and 'type' in item and item['type'] in ['image', 'image_url'] -%}
{{- '<|image|>' -}}
{%- elif item is mapping and 'type' in item and item['type'] in ['audio', 'input_audio'] -%}
{{- '<|audio|>' -}}
{%- elif item is mapping and 'type' in item and item['type'] == 'video' -%}
{{- '<|video|>' -}}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- endset -%}
{{- captured_content -}}
{%- set has_content = captured_content | trim | length > 0 -%}
{#- Forward-scan: find next non-tool message role for continuation detection -#}
{%- set next_nt = namespace(role=None, found=false) -%}
{%- for j in range(loop.index0 + 1, loop_messages | length) -%}
{%- if not next_nt.found -%}
{%- if loop_messages[j]['role'] != 'tool' -%}
{%- set next_nt.role = loop_messages[j]['role'] -%}
{%- set next_nt.found = true -%}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{%- set continues_into_next = (
role == 'model'
and next_nt.role == 'assistant'
and not message_has_tool_calls
and not ns_tr_out.flag
) -%}
{%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%}
{{- '<|tool_response>' -}}
{%- elif continues_into_next -%}
{{- '\n' -}}
{%- elif not (ns_tr_out.flag and not has_content) -%}
{{- '<turn|>\n' -}}
{%- endif -%}
{#- Track previous non-tool role for next iteration (avoids O(n) backward scan) -#}
{%- set ns.prev_non_tool_role = message['role'] -%}
{%- endif -%}
{%- endfor -%}
{%- if add_generation_prompt is defined and add_generation_prompt -%}
{%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%}
{{- '<|turn>model\n' -}}
{%- endif -%}
{%- if not enable_thinking -%}
{#- Suppress thinking — but not when awaiting tool responses -#}
{%- if ns.prev_message_type != 'tool_call' -%}
{{- '<|channel>thought\n<channel|>' -}}
{%- endif -%}
{%- endif -%}
{%- endif -%}
|