igorls/gemma4-e4b-classifier
0274
1{%- macro format_parameters(properties, required, filter_keys=false) -%}2 {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}3 {%- set ns = namespace(found_first=false) -%}4 {%- for key, value in properties | dictsort -%}5 {%- set add_comma = false -%}6 {%- if not filter_keys or key not in standard_keys -%}7 {%- if ns.found_first %},{% endif -%}8 {%- set ns.found_first = true -%}9 {{ key }}:{10 {%- if value['description'] -%}11 description:<|"|>{{ value['description'] }}<|"|>12 {%- set add_comma = true -%}13 {%- endif -%}14 {%- if value['type'] | upper == 'STRING' -%}15 {%- if value['enum'] -%}16 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}17 enum:{{ format_argument(value['enum']) }}18 {%- endif -%}19 {%- elif value['type'] | upper == 'ARRAY' -%}20 {%- if value['items'] is mapping and value['items'] -%}21 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}22 items:{23 {%- set ns_items = namespace(found_first=false) -%}24 {%- for item_key, item_value in value['items'] | dictsort -%}25 {%- if item_value is not none -%}26 {%- if ns_items.found_first %},{% endif -%}27 {%- set ns_items.found_first = true -%}28 {%- if item_key == 'properties' -%}29 properties:{30 {%- if item_value is mapping -%}31 {{- format_parameters(item_value, value['items']['required'] | default([])) -}}32 {%- endif -%}33 }34 {%- elif item_key == 'required' -%}35 required:[36 {%- for req_item in item_value -%}37 <|"|>{{- req_item -}}<|"|>38 {%- if not loop.last %},{% endif -%}39 {%- endfor -%}40 ]41 {%- elif item_key == 'type' -%}42 {%- if item_value is string -%}43 type:{{ format_argument(item_value | upper) }}44 {%- else -%}45 type:{{ format_argument(item_value | map('upper') | list) }}46 {%- endif -%}47 {%- else -%}48 {{ item_key }}:{{ format_argument(item_value) }}49 {%- endif -%}50 {%- endif -%}51 {%- endfor -%}52 }53 {%- endif -%}54 {%- endif -%}55 {%- if value['nullable'] %}56 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}57 nullable:true58 {%- endif -%}59 {%- if value['type'] | upper == 'OBJECT' -%}60 {%- if value['properties'] is defined and value['properties'] is mapping -%}61 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}62 properties:{63 {{- format_parameters(value['properties'], value['required'] | default([])) -}}64 }65 {%- elif value is mapping -%}66 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}67 properties:{68 {{- format_parameters(value, value['required'] | default([]), filter_keys=true) -}}69 }70 {%- endif -%}71 {%- if value['required'] -%}72 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}73 required:[74 {%- for item in value['required'] | default([]) -%}75 <|"|>{{- item -}}<|"|>76 {%- if not loop.last %},{% endif -%}77 {%- endfor -%}78 ]79 {%- endif -%}80 {%- endif -%}81 {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}82 type:<|"|>{{ value['type'] | upper }}<|"|>}83 {%- endif -%}84 {%- endfor -%}85{%- endmacro -%}86{%- macro format_function_declaration(tool_data) -%}87 declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|>88 {%- set params = tool_data['function']['parameters'] -%}89 {%- if params -%}90 ,parameters:{91 {%- if params['properties'] -%}92 properties:{ {{- format_parameters(params['properties'], params['required']) -}} },93 {%- endif -%}94 {%- if params['required'] -%}95 required:[96 {%- for item in params['required'] -%}97 <|"|>{{- item -}}<|"|>98 {{- ',' if not loop.last -}}99 {%- endfor -%}100 ],101 {%- endif -%}102 {%- if params['type'] -%}103 type:<|"|>{{- params['type'] | upper -}}<|"|>}104 {%- endif -%}105 {%- endif -%}106 {%- if 'response' in tool_data['function'] -%}107 {%- set response_declaration = tool_data['function']['response'] -%}108 ,response:{109 {%- if response_declaration['description'] -%}110 description:<|"|>{{- response_declaration['description'] -}}<|"|>,111 {%- endif -%}112 {%- if response_declaration['type'] | upper == 'OBJECT' -%}113 type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>}114 {%- endif -%}115 {%- endif -%}116 }117{%- endmacro -%}118{%- macro format_argument(argument, escape_keys=True) -%}119 {%- if argument is string -%}120 {{- '<|"|>' + argument + '<|"|>' -}}121 {%- elif argument is boolean -%}122 {{- 'true' if argument else 'false' -}}123 {%- elif argument is mapping -%}124 {{- '{' -}}125 {%- set ns = namespace(found_first=false) -%}126 {%- for key, value in argument | dictsort -%}127 {%- if ns.found_first %},{% endif -%}128 {%- set ns.found_first = true -%}129 {%- if escape_keys -%}130 {{- '<|"|>' + key + '<|"|>' -}}131 {%- else -%}132 {{- key -}}133 {%- endif -%}134 :{{- format_argument(value, escape_keys=escape_keys) -}}135 {%- endfor -%}136 {{- '}' -}}137 {%- elif argument is sequence -%}138 {{- '[' -}}139 {%- for item in argument -%}140 {{- format_argument(item, escape_keys=escape_keys) -}}141 {%- if not loop.last %},{% endif -%}142 {%- endfor -%}143 {{- ']' -}}144 {%- else -%}145 {{- argument -}}146 {%- endif -%}147{%- endmacro -%}148{%- macro strip_thinking(text) -%}149 {%- set ns = namespace(result='') -%}150 {%- for part in text.split('<channel|>') -%}151 {%- if '<|channel>' in part -%}152 {%- set ns.result = ns.result + part.split('<|channel>')[0] -%}153 {%- else -%}154 {%- set ns.result = ns.result + part -%}155 {%- endif -%}156 {%- endfor -%}157 {{- ns.result | trim -}}158{%- endmacro -%}159 160{%- macro format_tool_response_block(tool_name, response) -%}161 {{- '<|tool_response>' -}}162 {%- if response is mapping -%}163 {{- 'response:' + tool_name + '{' -}}164 {%- for key, value in response | dictsort -%}165 {{- key -}}:{{- format_argument(value, escape_keys=False) -}}166 {%- if not loop.last %},{% endif -%}167 {%- endfor -%}168 {{- '}' -}}169 {%- else -%}170 {{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}}171 {%- endif -%}172 {{- '<tool_response|>' -}}173{%- endmacro -%}174 175{%- set ns = namespace(prev_message_type=None) -%}176{%- set loop_messages = messages -%}177{{- bos_token -}}178{#- Handle System/Tool Definitions Block -#}179{%- if (enable_thinking is defined and enable_thinking) or tools or messages[0]['role'] in ['system', 'developer'] -%}180 {{- '<|turn>system\n' -}}181 {#- Inject Thinking token at the very top of the FIRST system turn -#}182 {%- if enable_thinking is defined and enable_thinking -%}183 {{- '<|think|>\n' -}}184 {%- set ns.prev_message_type = 'think' -%}185 {%- endif -%}186 {%- if messages[0]['role'] in ['system', 'developer'] -%}187 {%- if messages[0]['content'] is string -%}188 {{- messages[0]['content'] | trim -}}189 {%- elif messages[0]['content'] is sequence -%}190 {%- for item in messages[0]['content'] -%}191 {{- item['text'] | trim + ' '-}}192 {%- endfor -%}193 {%- endif -%}194 {%- set loop_messages = messages[1:] -%}195 {%- endif -%}196 {%- if tools -%}197 {%- for tool in tools %}198 {{- '<|tool>' -}}199 {{- format_function_declaration(tool) | trim -}}200 {{- '<tool|>' -}}201 {%- endfor %}202 {%- set ns.prev_message_type = 'tool' -%}203 {%- endif -%}204 {{- '<turn|>\n' -}}205{%- endif %}206 207{#- Pre-scan: find last user message index for reasoning guard -#}208{%- set ns_turn = namespace(last_user_idx=-1) -%}209{%- for i in range(loop_messages | length) -%}210 {%- if loop_messages[i]['role'] == 'user' -%}211 {%- set ns_turn.last_user_idx = i -%}212 {%- endif -%}213{%- endfor -%}214 215{#- Loop through messages -#}216{%- for message in loop_messages -%}217 {%- if message['role'] != 'tool' -%}218 {%- set ns.prev_message_type = None -%}219 {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%}220 {#- Detect continuation: suppress duplicate <|turn>model when previous non-tool message was also assistant -#}221 {%- set prev_nt = namespace(role=None, found=false) -%}222 {%- if loop.index0 > 0 -%}223 {%- for j in range(loop.index0 - 1, -1, -1) -%}224 {%- if not prev_nt.found -%}225 {%- if loop_messages[j]['role'] != 'tool' -%}226 {%- set prev_nt.role = loop_messages[j]['role'] -%}227 {%- set prev_nt.found = true -%}228 {%- endif -%}229 {%- endif -%}230 {%- endfor -%}231 {%- endif -%}232 {%- set continue_same_model_turn = (role == 'model' and prev_nt.role == 'assistant') -%}233 {%- if not continue_same_model_turn -%}234 {{- '<|turn>' + role + '\n' }}235 {%- endif -%}236 237 {#- Render reasoning/reasoning_content as thinking channel -#}238 {%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%}239 {%- if thinking_text and loop.index0 > ns_turn.last_user_idx and message.get('tool_calls') -%}240 {{- '<|channel>thought\n' + thinking_text + '\n<channel|>' -}}241 {%- endif -%}242 243 {%- if message['tool_calls'] -%}244 {%- for tool_call in message['tool_calls'] -%}245 {%- set function = tool_call['function'] -%}246 {{- '<|tool_call>call:' + function['name'] + '{' -}}247 {%- if function['arguments'] is mapping -%}248 {%- set ns_args = namespace(found_first=false) -%}249 {%- for key, value in function['arguments'] | dictsort -%}250 {%- if ns_args.found_first %},{% endif -%}251 {%- set ns_args.found_first = true -%}252 {{- key -}}:{{- format_argument(value, escape_keys=False) -}}253 {%- endfor -%}254 {%- elif function['arguments'] is string -%}255 {{- function['arguments'] -}}256 {%- endif -%}257 {{- '}<tool_call|>' -}}258 {%- endfor -%}259 {%- set ns.prev_message_type = 'tool_call' -%}260 {%- endif -%}261 262 {%- set ns_tr_out = namespace(flag=false) -%}263 {%- if message.get('tool_responses') -%}264 {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#}265 {%- for tool_response in message['tool_responses'] -%}266 {{- format_tool_response_block(tool_response['name'] | default('unknown'), tool_response['response']) -}}267 {%- set ns_tr_out.flag = true -%}268 {%- set ns.prev_message_type = 'tool_response' -%}269 {%- endfor -%}270 {%- elif message.get('tool_calls') -%}271 {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#}272 {%- set ns_tool_scan = namespace(stopped=false) -%}273 {%- for k in range(loop.index0 + 1, loop_messages | length) -%}274 {%- if ns_tool_scan.stopped -%}275 {%- elif loop_messages[k]['role'] != 'tool' -%}276 {%- set ns_tool_scan.stopped = true -%}277 {%- else -%}278 {%- set follow = loop_messages[k] -%}279 {#- Resolve tool_call_id to function name -#}280 {%- set ns_tname = namespace(name=follow.get('name') | default('unknown')) -%}281 {%- for tc in message['tool_calls'] -%}282 {%- if tc.get('id') == follow.get('tool_call_id') -%}283 {%- set ns_tname.name = tc['function']['name'] -%}284 {%- endif -%}285 {%- endfor -%}286 {#- Handle content as string or content-parts array -#}287 {%- set tool_body = follow.get('content') -%}288 {%- if tool_body is string -%}289 {{- format_tool_response_block(ns_tname.name, tool_body) -}}290 {%- elif tool_body is sequence and tool_body is not string -%}291 {%- set ns_txt = namespace(s='') -%}292 {%- for part in tool_body -%}293 {%- if part.get('type') == 'text' -%}294 {%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%}295 {%- endif -%}296 {%- endfor -%}297 {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}}298 {%- else -%}299 {{- format_tool_response_block(ns_tname.name, tool_body) -}}300 {%- endif -%}301 {%- set ns_tr_out.flag = true -%}302 {%- set ns.prev_message_type = 'tool_response' -%}303 {%- endif -%}304 {%- endfor -%}305 {%- endif -%}306 307 {%- set captured_content -%}308 {%- if message['content'] is string -%}309 {%- if role == 'model' -%}310 {{- strip_thinking(message['content']) -}}311 {%- else -%}312 {{- message['content'] | trim -}}313 {%- endif -%}314 {%- elif message['content'] is sequence -%}315 {%- for item in message['content'] -%}316 {%- if item['type'] == 'text' -%}317 {%- if role == 'model' -%}318 {{- strip_thinking(item['text']) -}}319 {%- else -%}320 {{- item['text'] | trim -}}321 {%- endif -%}322 {%- elif item['type'] == 'image' -%}323 {{- '<|image|>' -}}324 {%- set ns.prev_message_type = 'image' -%}325 {%- elif item['type'] == 'audio' -%}326 {{- '<|audio|>' -}}327 {%- set ns.prev_message_type = 'audio' -%}328 {%- elif item['type'] == 'video' -%}329 {{- '<|video|>' -}}330 {%- set ns.prev_message_type = 'video' -%}331 {%- endif -%}332 {%- endfor -%}333 {%- endif -%}334 {%- endset -%}335 336 {{- captured_content -}}337 {%- set has_content = captured_content | trim | length > 0 -%}338 339 {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%}340 {{- '<|tool_response>' -}}341 {%- elif not (ns_tr_out.flag and not has_content) -%}342 {{- '<turn|>\n' -}}343 {%- endif -%}344 {%- endif -%}345{%- endfor -%}346 347{%- if add_generation_prompt -%}348 {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%}349 {{- '<|turn>model\n' -}}350 {%- endif -%}351{%- endif -%}