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Transformers
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gemma4
guardpoint
valiant
valiant-labs
gemma
gemma-4
gemma-4-31B-it
reasoning
science
science-reasoning
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medical-understanding
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problem-solving
anatomy
angiology
bariatric
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dental
dermatology
endocrinology
ENT
hematology
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infectious-disease
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obstetrics
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oncology
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pathology
psychiatry
pulmonology
radiology
surgery
triage
urology
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data-interpretation
expert
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conversational
chat
instruct
| {%- macro format_parameters(properties, required) -%} | |
| {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%} | |
| {%- set ns = namespace(found_first=false) -%} | |
| {%- for key, value in properties | dictsort -%} | |
| {%- set add_comma = false -%} | |
| {%- if key not in standard_keys -%} | |
| {%- if ns.found_first %},{% endif -%} | |
| {%- set ns.found_first = true -%} | |
| {{ key }}:{ | |
| {%- if value['description'] -%} | |
| description:<|"|>{{ value['description'] }}<|"|> | |
| {%- set add_comma = true -%} | |
| {%- endif -%} | |
| {%- if value['type'] | upper == 'STRING' -%} | |
| {%- if value['enum'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| enum:{{ format_argument(value['enum']) }} | |
| {%- endif -%} | |
| {%- elif value['type'] | upper == 'ARRAY' -%} | |
| {%- if 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'] | default([])) -}} | |
| {%- endif -%} | |
| } | |
| {%- elif item_key == 'required' -%} | |
| required:[ | |
| {%- for req_item in item_value -%} | |
| <|"|>{{- req_item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- elif item_key == 'type' -%} | |
| {%- if item_value is string -%} | |
| type:{{ format_argument(item_value | upper) }} | |
| {%- else -%} | |
| type:{{ format_argument(item_value | map('upper') | list) }} | |
| {%- endif -%} | |
| {%- else -%} | |
| {{ item_key }}:{{ format_argument(item_value) }} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| } | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if value['nullable'] %} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| nullable:true | |
| {%- endif -%} | |
| {%- if value['type'] | upper == 'OBJECT' -%} | |
| {%- if value['properties'] is defined and value['properties'] is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value['properties'], value['required'] | default([])) -}} | |
| } | |
| {%- elif value is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value, value['required'] | default([])) -}} | |
| } | |
| {%- endif -%} | |
| {%- if value['required'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| required:[ | |
| {%- for item in value['required'] | default([]) -%} | |
| <|"|>{{- item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| type:<|"|>{{ value['type'] | upper }}<|"|>} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endmacro -%} | |
| {%- macro format_function_declaration(tool_data) -%} | |
| declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|> | |
| {%- set params = tool_data['function']['parameters'] -%} | |
| {%- if params -%} | |
| ,parameters:{ | |
| {%- if params['properties'] -%} | |
| properties:{ {{- format_parameters(params['properties'], params['required']) -}} }, | |
| {%- endif -%} | |
| {%- if params['required'] -%} | |
| required:[ | |
| {%- for item in params['required'] -%} | |
| <|"|>{{- item -}}<|"|> | |
| {{- ',' if not loop.last -}} | |
| {%- endfor -%} | |
| ], | |
| {%- endif -%} | |
| {%- if params['type'] -%} | |
| type:<|"|>{{- params['type'] | upper -}}<|"|>} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if 'response' in tool_data['function'] -%} | |
| {%- set response_declaration = tool_data['function']['response'] -%} | |
| ,response:{ | |
| {%- if response_declaration['description'] -%} | |
| description:<|"|>{{- response_declaration['description'] -}}<|"|>, | |
| {%- endif -%} | |
| {%- if response_declaration['type'] | upper == 'OBJECT' -%} | |
| type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>} | |
| {%- endif -%} | |
| {%- endif -%} | |
| } | |
| {%- endmacro -%} | |
| {%- macro format_argument(argument, escape_keys=True) -%} | |
| {%- if 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 sequence -%} | |
| {{- '[' -}} | |
| {%- for item in argument -%} | |
| {{- format_argument(item, escape_keys=escape_keys) -}} | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| {{- ']' -}} | |
| {%- else -%} | |
| {{- argument -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro strip_thinking(text) -%} | |
| {%- set ns = namespace(result='') -%} | |
| {%- for part in text.split('<channel|>') -%} | |
| {%- if '<|channel>' in part -%} | |
| {%- set ns.result = ns.result + part.split('<|channel>')[0] -%} | |
| {%- else -%} | |
| {%- set ns.result = ns.result + part -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- ns.result | 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 -%} | |
| {%- set ns = namespace(prev_message_type=None) -%} | |
| {%- set loop_messages = messages -%} | |
| {{- bos_token -}} | |
| {#- Handle System/Tool Definitions Block -#} | |
| {%- if (enable_thinking is defined and enable_thinking) or tools or messages[0]['role'] in ['system', 'developer'] -%} | |
| {{- '<|turn>system\n' -}} | |
| {#- Inject Thinking token at the very top of the FIRST system turn -#} | |
| {%- if enable_thinking is defined and enable_thinking -%} | |
| {{- '<|think|>\n' -}} | |
| {%- set ns.prev_message_type = 'think' -%} | |
| {%- endif -%} | |
| {%- if messages[0]['role'] in ['system', 'developer'] -%} | |
| {{- messages[0]['content'] | trim -}} | |
| {%- set loop_messages = messages[1:] -%} | |
| {%- endif -%} | |
| {%- if 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'] -%} | |
| {#- Detect continuation: suppress duplicate <|turn>model when previous non-tool message was also assistant -#} | |
| {%- set prev_nt = namespace(role=None, found=false) -%} | |
| {%- if loop.index0 > 0 -%} | |
| {%- for j in range(loop.index0 - 1, -1, -1) -%} | |
| {%- if not prev_nt.found -%} | |
| {%- if loop_messages[j]['role'] != 'tool' -%} | |
| {%- set prev_nt.role = loop_messages[j]['role'] -%} | |
| {%- set prev_nt.found = true -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- set continue_same_model_turn = (role == 'model' and prev_nt.role == 'assistant') -%} | |
| {%- if not continue_same_model_turn -%} | |
| {{- '<|turn>' + role + '\n' }} | |
| {%- endif -%} | |
| {#- Render reasoning/reasoning_content as thinking channel -#} | |
| {%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%} | |
| {%- if thinking_text and loop.index0 > ns_turn.last_user_idx and message.get('tool_calls') -%} | |
| {{- '<|channel>thought\n' + thinking_text + '\n<channel|>' -}} | |
| {%- endif -%} | |
| {%- if message['tool_calls'] -%} | |
| {%- for tool_call in message['tool_calls'] -%} | |
| {%- set function = tool_call['function'] -%} | |
| {{- '<|tool_call>call:' + function['name'] + '{' -}} | |
| {%- if 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['arguments'] is string -%} | |
| {{- function['arguments'] -}} | |
| {%- endif -%} | |
| {{- '}<tool_call|>' -}} | |
| {%- endfor -%} | |
| {%- set ns.prev_message_type = 'tool_call' -%} | |
| {%- endif -%} | |
| {%- set ns_tr_out = namespace(flag=false) -%} | |
| {%- if message.get('tool_responses') -%} | |
| {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#} | |
| {%- for tool_response in message['tool_responses'] -%} | |
| {{- format_tool_response_block(tool_response['name'] | default('unknown'), tool_response['response']) -}} | |
| {%- set ns_tr_out.flag = true -%} | |
| {%- set ns.prev_message_type = 'tool_response' -%} | |
| {%- endfor -%} | |
| {%- elif message.get('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=follow.get('name') | default('unknown')) -%} | |
| {%- for tc in message['tool_calls'] -%} | |
| {%- if tc.get('id') == follow.get('tool_call_id') -%} | |
| {%- set ns_tname.name = tc['function']['name'] -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {#- Handle content as string or content-parts array -#} | |
| {%- set tool_body = follow.get('content') -%} | |
| {%- if tool_body is string -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- elif tool_body is sequence and tool_body is not string -%} | |
| {%- set ns_txt = namespace(s='') -%} | |
| {%- for part in tool_body -%} | |
| {%- if part.get('type') == 'text' -%} | |
| {%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}} | |
| {%- 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 -%} | |
| {%- if message['content'] is string -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(message['content']) -}} | |
| {%- else -%} | |
| {{- message['content'] | trim -}} | |
| {%- endif -%} | |
| {%- elif message['content'] is sequence -%} | |
| {%- for item in message['content'] -%} | |
| {%- if item['type'] == 'text' -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(item['text']) -}} | |
| {%- else -%} | |
| {{- item['text'] | trim -}} | |
| {%- endif -%} | |
| {%- elif item['type'] == 'image' -%} | |
| {{- '<|image|>' -}} | |
| {%- set ns.prev_message_type = 'image' -%} | |
| {%- elif item['type'] == 'audio' -%} | |
| {{- '<|audio|>' -}} | |
| {%- set ns.prev_message_type = 'audio' -%} | |
| {%- elif item['type'] == 'video' -%} | |
| {{- '<|video|>' -}} | |
| {%- set ns.prev_message_type = 'video' -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%} | |
| {{- '<|tool_response>' -}} | |
| {%- elif not (ns_tr_out.flag and not message.get('content')) -%} | |
| {{- '<turn|>\n' -}} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%} | |
| {{- '<|turn>model\n' -}} | |
| {%- if not enable_thinking | default(false) -%} | |
| {{- '<|channel>thought\n<channel|>' -}} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endif -%} | |