(Trained with Unsloth)

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

chat_template.jinja

@@ -0,0 +1,454 @@
+{%- 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']) -%}
+    {%- set message_has_tool_responses = ('tool_responses' in message and message['tool_responses']) -%}
+    {#- 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 -%}
+
+    {#- Gemma 4 31B no-thinking SFT alignment: ordinary completed assistant turns
+        get an EMPTY thought channel before visible content. This preserves the
+        native thought->final boundary without adding reasoning traces. -#}
+    {%- set has_explicit_thinking = (
+        ('reasoning' in message and message['reasoning'])
+        or ('reasoning_content' in message and message['reasoning_content'])
+    ) -%}
+    {%- if role == 'model'
+          and not enable_thinking
+          and not continue_same_model_turn
+          and not has_explicit_thinking
+          and not message_has_tool_calls
+          and not message_has_tool_responses -%}
+        {{- '<|channel>thought\n<channel|>' -}}
+    {%- 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 -%}

config.json

@@ -0,0 +1,177 @@
+{
+    "architectures": [
+        "Gemma4ForConditionalGeneration"
+    ],
+    "audio_config": null,
+    "audio_token_id": 258881,
+    "boa_token_id": 256000,
+    "boi_token_id": 255999,
+    "torch_dtype": "bfloat16",
+    "eoa_token_id": 258883,
+    "eoa_token_index": 258883,
+    "eoi_token_id": 258882,
+    "eos_token_id": 106,
+    "image_token_id": 258880,
+    "initializer_range": 0.02,
+    "model_name": "darkc0de/gemma-4-31B-it-updated-heretic",
+    "model_type": "gemma4",
+    "pad_token_id": 0,
+    "text_config": {
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "attention_k_eq_v": true,
+        "bos_token_id": 2,
+        "torch_dtype": "bfloat16",
+        "enable_moe_block": false,
+        "eos_token_id": 1,
+        "expert_intermediate_size": null,
+        "final_logit_softcapping": 30.0,
+        "global_head_dim": 512,
+        "head_dim": 256,
+        "hidden_activation": "gelu_pytorch_tanh",
+        "hidden_size": 5376,
+        "hidden_size_per_layer_input": 0,
+        "initializer_range": 0.02,
+        "intermediate_size": 21504,
+        "layer_types": [
+            "sliding_attention",
+            "sliding_attention",
+            "sliding_attention",
+            "sliding_attention",
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+            "full_attention",
+            "sliding_attention",
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+            "sliding_attention",
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+            "sliding_attention",
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+        ],
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+        "model_type": "gemma4_text",
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+        "num_experts": null,
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+                "rope_type": "proportional"
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+        "top_k_experts": null,
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+    "unsloth_fixed": true,
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+    "video_token_id": 258884,
+    "vision_config": {
+        "_name_or_path": "",
+        "architectures": null,
+        "attention_bias": false,
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+        "default_output_length": 280,
+        "torch_dtype": "bfloat16",
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+        "head_dim": 72,
+        "hidden_activation": "gelu_pytorch_tanh",
+        "hidden_size": 1152,
+        "id2label": {
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+            "1": "LABEL_1"
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+        "intermediate_size": 4304,
+        "is_encoder_decoder": false,
+        "label2id": {
+            "LABEL_0": 0,
+            "LABEL_1": 1
+        },
+        "max_position_embeddings": 131072,
+        "model_type": "gemma4_vision",
+        "num_attention_heads": 16,
+        "num_hidden_layers": 27,
+        "num_key_value_heads": 16,
+        "output_attentions": false,
+        "output_hidden_states": false,
+        "patch_size": 16,
+        "pooling_kernel_size": 3,
+        "position_embedding_size": 10240,
+        "problem_type": null,
+        "return_dict": true,
+        "rms_norm_eps": 1e-06,
+        "rope_parameters": {
+            "rope_theta": 100.0,
+            "rope_type": "default"
+        },
+        "standardize": true,
+        "use_clipped_linears": false
+    },
+    "vision_soft_tokens_per_image": 280
+}

generation_config.json

@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 2,
+  "do_sample": true,
+  "eos_token_id": [
+    1,
+    106,
+    50
+  ],
+  "pad_token_id": 0,
+  "temperature": 1.0,
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "5.5.0"
+}

processor_config.json

@@ -0,0 +1,75 @@
+{
+  "audio_ms_per_token": 40,
+  "audio_seq_length": 750,
+  "feature_extractor": {
+    "dither": 0.0,
+    "feature_extractor_type": "Gemma4AudioFeatureExtractor",
+    "feature_size": 128,
+    "fft_length": 512,
+    "fft_overdrive": false,
+    "frame_length": 320,
+    "hop_length": 160,
+    "input_scale_factor": 1.0,
+    "max_frequency": 8000.0,
+    "mel_floor": 0.001,
+    "min_frequency": 0.0,
+    "padding_side": "right",
+    "padding_value": 0.0,
+    "per_bin_mean": null,
+    "per_bin_stddev": null,
+    "preemphasis": 0.0,
+    "preemphasis_htk_flavor": true,
+    "return_attention_mask": true,
+    "sampling_rate": 16000
+  },
+  "image_processor": {
+    "do_convert_rgb": true,
+    "do_normalize": false,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.0,
+      0.0,
+      0.0
+    ],
+    "image_processor_type": "Gemma4ImageProcessor",
+    "image_seq_length": 280,
+    "image_std": [
+      1.0,
+      1.0,
+      1.0
+    ],
+    "max_soft_tokens": 280,
+    "patch_size": 16,
+    "pooling_kernel_size": 3,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098
+  },
+  "image_seq_length": 280,
+  "processor_class": "Gemma4Processor",
+  "video_processor": {
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "do_sample_frames": true,
+    "image_mean": [
+      0.0,
+      0.0,
+      0.0
+    ],
+    "image_std": [
+      1.0,
+      1.0,
+      1.0
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+    "max_soft_tokens": 70,
+    "num_frames": 32,
+    "patch_size": 16,
+    "pooling_kernel_size": 3,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "return_metadata": false,
+    "video_processor_type": "Gemma4VideoProcessor"
+  }
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f
+size 32169626

tokenizer_config.json

@@ -0,0 +1,294 @@
+{
+  "audio_token": "<|audio|>",
+  "backend": "tokenizers",
+  "boa_token": "<|audio>",
+  "boi_token": "<|image>",
+  "bos_token": "<bos>",
+  "eoa_token": "<audio|>",
+  "eoc_token": "<channel|>",
+  "eoi_token": "<image|>",
+  "eos_token": "<turn|>",
+  "eot_token": "<turn|>",
+  "escape_token": "<|\"|>",
+  "etc_token": "<tool_call|>",
+  "etd_token": "<tool|>",
+  "etr_token": "<tool_response|>",
+  "extra_special_tokens": [
+    "<|video|>"
+  ],
+  "image_token": "<|image|>",
+  "is_local": true,
+  "local_files_only": false,
+  "mask_token": "<mask>",
+  "max_length": null,
+  "model_max_length": 262144,
+  "model_specific_special_tokens": {
+    "audio_token": "<|audio|>",
+    "boa_token": "<|audio>",
+    "boi_token": "<|image>",
+    "eoa_token": "<audio|>",
+    "eoc_token": "<channel|>",
+    "eoi_token": "<image|>",
+    "eot_token": "<turn|>",
+    "escape_token": "<|\"|>",
+    "etc_token": "<tool_call|>",
+    "etd_token": "<tool|>",
+    "etr_token": "<tool_response|>",
+    "image_token": "<|image|>",
+    "soc_token": "<|channel>",
+    "sot_token": "<|turn>",
+    "stc_token": "<|tool_call>",
+    "std_token": "<|tool>",
+    "str_token": "<|tool_response>",
+    "think_token": "<|think|>"
+  },
+  "pad_to_multiple_of": null,
+  "pad_token": "<pad>",
+  "pad_token_type_id": 0,
+  "padding_side": "left",
+  "processor_class": "Gemma4Processor",
+  "response_schema": {
+    "properties": {
+      "content": {
+        "type": "string"
+      },
+      "role": {
+        "const": "assistant"
+      },
+      "thinking": {
+        "type": "string"
+      },
+      "tool_calls": {
+        "items": {
+          "properties": {
+            "function": {
+              "properties": {
+                "arguments": {
+                  "additionalProperties": {},
+                  "type": "object",
+                  "x-parser": "gemma4-tool-call"
+                },
+                "name": {
+                  "type": "string"
+                }
+              },
+              "type": "object",
+              "x-regex": "call\\:(?P<name>\\w+)(?P<arguments>\\{.*\\})"
+            },
+            "type": {
+              "const": "function"
+            }
+          },
+          "type": "object"
+        },
+        "type": "array",
+        "x-regex-iterator": "<\\|tool_call>(.*?)<tool_call\\|>"
+      }
+    },
+    "type": "object",
+    "x-regex": "(\\<\\|channel\\>thought\\n(?P<thinking>.*?)\\<channel\\|\\>)?(?P<tool_calls>\\<\\|tool_call\\>.*\\<tool_call\\|\\>)?(?P<content>(?:(?!\\<turn\\|\\>)(?!\\<\\|tool_response\\>).)+)?(?:\\<turn\\|\\>|\\<\\|tool_response\\>)?"
+  },
+  "soc_token": "<|channel>",
+  "sot_token": "<|turn>",
+  "stc_token": "<|tool_call>",
+  "std_token": "<|tool>",
+  "str_token": "<|tool_response>",
+  "think_token": "<|think|>",
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "1": {
+      "content": "<eos>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "2": {
+      "content": "<bos>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "4": {
+      "content": "<mask>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "46": {
+      "content": "<|tool>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "47": {
+      "content": "<tool|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "48": {
+      "content": "<|tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
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+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "98": {
+      "content": "<|think|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "100": {
+      "content": "<|channel>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "101": {
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+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "105": {
+      "content": "<|turn>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
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+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "255999": {
+      "content": "<|image>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "256000": {
+      "content": "<|audio>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "258880": {
+      "content": "<|image|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "258881": {
+      "content": "<|audio|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+    "258882": {
+      "content": "<image|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "258883": {
+      "content": "<audio|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "258884": {
+      "content": "<|video|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  },
+  "chat_template": "{%- macro format_argument(argument, escape_keys=True) -%}\n    {%- if argument is none -%}\n        {{- 'null' -}}\n    {%- elif argument is string -%}\n        {{- '<|\"|>' + argument + '<|\"|>' -}}\n    {%- elif argument is boolean -%}\n        {{- 'true' if argument else 'false' -}}\n    {%- elif argument is mapping -%}\n        {{- '{' -}}\n        {%- set ns = namespace(found_first=false) -%}\n        {%- for key, value in argument | dictsort -%}\n            {%- if ns.found_first %},{% endif -%}\n            {%- set ns.found_first = true -%}\n            {%- if escape_keys -%}\n                {{- '<|\"|>' + key + '<|\"|>' -}}\n            {%- else -%}\n                {{- key -}}\n            {%- endif -%}\n            :{{- format_argument(value, escape_keys=escape_keys) -}}\n        {%- endfor -%}\n        {{- '}' -}}\n    {%- elif argument is iterable and argument is not string -%}\n        {{- '[' -}}\n        {%- for item in argument -%}\n            {{- format_argument(item, escape_keys=escape_keys) -}}\n            {%- if not loop.last %},{% endif -%}\n        {%- endfor -%}\n        {{- ']' -}}\n    {%- else -%}\n        {{- argument -}}\n    {%- endif -%}\n{%- endmacro -%}\n\n{%- macro format_type_argument(type_value) -%}\n    {%- if type_value is none -%}\n        <|\"|>OBJECT<|\"|>\n    {%- elif type_value is string -%}\n        <|\"|>{{ type_value | upper }}<|\"|>\n    {%- elif type_value is iterable and type_value is not string -%}\n        [\n        {%- for item in type_value -%}\n            {%- if item is string -%}\n                <|\"|>{{ item | upper }}<|\"|>\n            {%- else -%}\n                {{- format_argument(item) -}}\n            {%- endif -%}\n            {%- if not loop.last %},{% endif -%}\n        {%- endfor -%}\n        ]\n    {%- else -%}\n        {{- format_argument(type_value) -}}\n    {%- endif -%}\n{%- endmacro -%}\n\n{%- macro format_parameters(properties, required, filter_keys=false) -%}\n    {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}\n    {%- set ns = namespace(found_first=false) -%}\n    {%- for key, value in properties | dictsort -%}\n        {%- if not filter_keys or key not in standard_keys -%}\n            {%- if ns.found_first %},{% endif -%}\n            {%- set ns.found_first = true -%}\n            {{ key }}:{\n            {%- set add_comma = false -%}\n            {%- if value is mapping -%}\n                {%- set vtype = value['type'] if 'type' in value and value['type'] else none -%}\n                {%- 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)) -%}\n                {%- 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)) -%}\n                {%- 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)) -%}\n                {%- if 'description' in value and value['description'] -%}\n                    description:<|\"|>{{ value['description'] }}<|\"|>\n                    {%- set add_comma = true -%}\n                {%- endif -%}\n                {%- if is_string_type -%}\n                    {%- if 'enum' in value and value['enum'] -%}\n                        {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                        enum:{{ format_argument(value['enum']) }}\n                    {%- endif -%}\n                {%- elif is_array_type -%}\n                    {%- if 'items' in value and value['items'] is mapping and value['items'] -%}\n                        {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                        items:{\n                        {%- set ns_items = namespace(found_first=false) -%}\n                        {%- for item_key, item_value in value['items'] | dictsort -%}\n                            {%- if item_value is not none -%}\n                                {%- if ns_items.found_first %},{% endif -%}\n                                {%- set ns_items.found_first = true -%}\n                                {%- if item_key == 'properties' -%}\n                                    properties:{\n                                    {%- if item_value is mapping -%}\n                                        {{- format_parameters(item_value, value['items']['required'] if 'required' in value['items'] else []) -}}\n                                    {%- endif -%}\n                                    }\n                                {%- elif item_key == 'required' -%}\n                                    required:[\n                                    {%- for req_item in item_value -%}\n                                        <|\"|>{{- req_item -}}<|\"|>\n                                        {%- if not loop.last %},{% endif -%}\n                                    {%- endfor -%}\n                                    ]\n                                {%- elif item_key == 'type' -%}\n                                    type:{{ format_type_argument(item_value) }}\n                                {%- else -%}\n                                    {{ item_key }}:{{ format_argument(item_value) }}\n                                {%- endif -%}\n                            {%- endif -%}\n                        {%- endfor -%}\n                        }\n                    {%- endif -%}\n                {%- endif -%}\n                {%- if 'nullable' in value and value['nullable'] -%}\n                    {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                    nullable:true\n                {%- endif -%}\n                {%- if is_object_type or ('properties' in value and value['properties'] is mapping) -%}\n                    {%- if 'properties' in value and value['properties'] is mapping -%}\n                        {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                        properties:{\n                        {{- format_parameters(value['properties'], value['required'] if 'required' in value else []) -}}\n                        }\n                    {%- elif value is mapping -%}\n                        {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                        properties:{\n                        {{- format_parameters(value, value['required'] if 'required' in value else [], filter_keys=true) -}}\n                        }\n                    {%- endif -%}\n                    {%- if 'required' in value and value['required'] -%}\n                        {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                        required:[\n                        {%- for item in value['required'] -%}\n                            <|\"|>{{- item -}}<|\"|>\n                            {%- if not loop.last %},{% endif -%}\n                        {%- endfor -%}\n                        ]\n                    {%- endif -%}\n                {%- endif -%}\n                {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}\n                type:{{ format_type_argument(vtype if vtype else 'object') }}\n            {%- else -%}\n                type:{{ format_type_argument('object') }}\n            {%- endif -%}\n            }\n        {%- endif -%}\n    {%- endfor -%}\n{%- endmacro -%}\n\n{%- macro format_function_declaration(tool_data) -%}\n    {%- set fn = tool_data['function'] if tool_data is mapping and 'function' in tool_data else tool_data -%}\n    {%- set tool_name = fn['name'] if fn is mapping and 'name' in fn and fn['name'] else 'unknown' -%}\n    {%- set tool_description = fn['description'] if fn is mapping and 'description' in fn and fn['description'] else '' -%}\n    declaration:{{- tool_name -}}{description:<|\"|>{{- tool_description -}}<|\"|>\n    {%- set params = none -%}\n    {%- if fn is mapping and 'parameters' in fn and fn['parameters'] -%}\n        {%- set params = fn['parameters'] -%}\n    {%- elif fn is mapping and 'input_schema' in fn and fn['input_schema'] -%}\n        {%- set params = fn['input_schema'] -%}\n    {%- elif fn is mapping and 'inputSchema' in fn and fn['inputSchema'] -%}\n        {%- set params = fn['inputSchema'] -%}\n    {%- endif -%}\n    {%- if params and params is mapping -%}\n        ,parameters:{\n        {%- if 'properties' in params and params['properties'] -%}\n            properties:{ {{- format_parameters(params['properties'], params['required'] if 'required' in params else []) -}} },\n        {%- endif -%}\n        {%- if 'required' in params and params['required'] -%}\n            required:[\n            {%- for item in params['required'] -%}\n                <|\"|>{{- item -}}<|\"|>\n                {{- ',' if not loop.last -}}\n            {%- endfor -%}\n            ],\n        {%- endif -%}\n        {%- if 'type' in params and params['type'] -%}\n            type:{{- format_type_argument(params['type']) -}}}\n        {%- else -%}\n            type:{{- format_type_argument('object') -}}}\n        {%- endif -%}\n    {%- endif -%}\n    {%- if fn is mapping and 'response' in fn and fn['response'] is mapping -%}\n        {%- set response_declaration = fn['response'] -%}\n        ,response:{\n        {%- if 'description' in response_declaration and response_declaration['description'] -%}\n            description:<|\"|>{{- response_declaration['description'] -}}<|\"|>,\n        {%- endif -%}\n        {%- if 'type' in response_declaration and response_declaration['type'] -%}\n            type:{{- format_type_argument(response_declaration['type']) -}}}\n        {%- else -%}\n            type:{{- format_type_argument('object') -}}}\n        {%- endif -%}\n    {%- endif -%}\n    }\n{%- endmacro -%}\n\n{%- macro strip_thinking(text) -%}\n    {{- text | trim -}}\n{%- endmacro -%}\n\n{%- macro format_tool_response_block(tool_name, response) -%}\n    {{- '<|tool_response>' -}}\n    {%- if response is mapping -%}\n        {{- 'response:' + tool_name + '{' -}}\n        {%- for key, value in response | dictsort -%}\n            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n            {%- if not loop.last %},{% endif -%}\n        {%- endfor -%}\n        {{- '}' -}}\n    {%- else -%}\n        {{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}}\n    {%- endif -%}\n    {{- '<tool_response|>' -}}\n{%- endmacro -%}\n\n{#- ===== SETUP ===== -#}\n{%- set ns = namespace(prev_message_type=None, prev_non_tool_role=None) -%}\n{%- set loop_messages = messages -%}\n{%- set enable_thinking = enable_thinking if enable_thinking is defined else false -%}\n{%- set preserve_thinking = preserve_thinking if preserve_thinking is defined else true -%}\n{{- bos_token -}}\n{#- Handle System/Tool Definitions Block -#}\n{%- if enable_thinking or (tools is defined and tools) or (messages and messages[0]['role'] in ['system', 'developer']) -%}\n    {{- '<|turn>system\\n' -}}\n    {#- Inject Thinking token at the very top of the FIRST system turn -#}\n    {%- if enable_thinking -%}\n        {{- '<|think|>\\n' -}}\n        {%- set ns.prev_message_type = 'think' -%}\n    {%- endif -%}\n    {%- if messages and messages[0]['role'] in ['system', 'developer'] -%}\n        {%- if messages[0]['content'] is string -%}\n            {{- messages[0]['content'] | trim -}}\n        {%- elif messages[0]['content'] is iterable and messages[0]['content'] is not string -%}\n            {%- for item in messages[0]['content'] -%}\n                {%- if item is mapping and 'text' in item -%}{{- item['text'] | trim + ' '-}}{%- endif -%}\n            {%- endfor -%}\n        {%- endif -%}\n        {%- set loop_messages = messages[1:] -%}\n    {%- endif -%}\n    {%- if tools is defined and tools -%}\n        {%- for tool in tools %}\n            {{- '<|tool>' -}}\n            {{- format_function_declaration(tool) | trim -}}\n            {{- '<tool|>' -}}\n        {%- endfor %}\n        {%- set ns.prev_message_type = 'tool' -%}\n    {%- endif -%}\n    {{- '<turn|>\\n' -}}\n{%- endif %}\n\n{#- Pre-scan: find last user message index for reasoning guard -#}\n{%- set ns_turn = namespace(last_user_idx=-1) -%}\n{%- for i in range(loop_messages | length) -%}\n    {%- if loop_messages[i]['role'] == 'user' -%}\n        {%- set ns_turn.last_user_idx = i -%}\n    {%- endif -%}\n{%- endfor -%}\n\n{#- Loop through messages -#}\n{%- for message in loop_messages -%}\n    {%- if message['role'] != 'tool' -%}\n    {%- set ns.prev_message_type = None -%}\n    {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%}\n    {%- set message_has_tool_calls = ('tool_calls' in message and message['tool_calls']) -%}\n    {%- set message_has_tool_responses = ('tool_responses' in message and message['tool_responses']) -%}\n    {#- Detect continuation using tracked state — O(1) instead of O(n) backward scan -#}\n    {%- set continue_same_model_turn = (role == 'model' and ns.prev_non_tool_role == 'assistant') -%}\n    {%- if not continue_same_model_turn -%}\n        {{- '<|turn>' + role + '\\n' }}\n    {%- endif -%}\n\n    {#- Gemma 4 31B no-thinking SFT alignment: ordinary completed assistant turns\n        get an EMPTY thought channel before visible content. This preserves the\n        native thought->final boundary without adding reasoning traces. -#}\n    {%- set has_explicit_thinking = (\n        ('reasoning' in message and message['reasoning'])\n        or ('reasoning_content' in message and message['reasoning_content'])\n    ) -%}\n    {%- if role == 'model'\n          and not enable_thinking\n          and not continue_same_model_turn\n          and not has_explicit_thinking\n          and not message_has_tool_calls\n          and not message_has_tool_responses -%}\n        {{- '<|channel>thought\\n<channel|>' -}}\n    {%- endif -%}\n\n    {#- Render reasoning/reasoning_content as thinking channel (tool-call turns only) -#}\n    {%- set thinking_ns = namespace(text='') -%}\n    {%- if 'reasoning' in message and message['reasoning'] -%}\n        {%- set thinking_ns.text = message['reasoning'] -%}\n    {%- elif 'reasoning_content' in message and message['reasoning_content'] -%}\n        {%- set thinking_ns.text = message['reasoning_content'] -%}\n    {%- endif -%}\n    {%- set thinking_gate = (loop.index0 > ns_turn.last_user_idx) or preserve_thinking -%}\n    {%- if thinking_ns.text and thinking_gate and message_has_tool_calls -%}\n        {{- '<|channel>thought\\n' + thinking_ns.text + '\\n<channel|>' -}}\n    {%- endif -%}\n\n            {%- if message_has_tool_calls -%}\n                {%- for tool_call in message['tool_calls'] -%}\n                    {%- set function = tool_call['function'] if tool_call is mapping and 'function' in tool_call else tool_call -%}\n                    {%- set function_name = function['name'] if function is mapping and 'name' in function and function['name'] else 'unknown' -%}\n                    {{- '<|tool_call>call:' + function_name + '{' -}}\n                    {%- if function is mapping and 'arguments' in function and function['arguments'] is mapping -%}\n                        {%- set ns_args = namespace(found_first=false) -%}\n                        {%- for key, value in function['arguments'] | dictsort -%}\n                            {%- if ns_args.found_first %},{% endif -%}\n                            {%- set ns_args.found_first = true -%}\n                            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                        {%- endfor -%}\n                    {%- elif function is mapping and 'arguments' in function and function['arguments'] is string -%}\n                        {{- function['arguments'] -}}\n                    {%- elif function is mapping and 'arguments' in function and function['arguments'] is not none -%}\n                        {{- format_argument(function['arguments'], escape_keys=False) -}}\n                    {%- endif -%}\n                    {{- '}<tool_call|>' -}}\n                {%- endfor -%}\n                {%- set ns.prev_message_type = 'tool_call' -%}\n            {%- endif -%}\n\n            {%- set ns_tr_out = namespace(flag=false) -%}\n            {%- if 'tool_responses' in message and message['tool_responses'] -%}\n                {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#}\n                {%- for tool_response in message['tool_responses'] -%}\n                    {%- set tr_name = tool_response['name'] if tool_response is mapping and 'name' in tool_response and tool_response['name'] else 'unknown' -%}\n                    {%- set tr_response = tool_response['response'] if tool_response is mapping and 'response' in tool_response else '' -%}\n                    {{- format_tool_response_block(tr_name, tr_response) -}}\n                    {%- set ns_tr_out.flag = true -%}\n                    {%- set ns.prev_message_type = 'tool_response' -%}\n                {%- endfor -%}\n            {%- elif message_has_tool_calls -%}\n                {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#}\n                {%- set ns_tool_scan = namespace(stopped=false) -%}\n                {%- for k in range(loop.index0 + 1, loop_messages | length) -%}\n                    {%- if ns_tool_scan.stopped -%}\n                    {%- elif loop_messages[k]['role'] != 'tool' -%}\n                        {%- set ns_tool_scan.stopped = true -%}\n                    {%- else -%}\n                        {%- set follow = loop_messages[k] -%}\n                        {#- Resolve tool_call_id to function name -#}\n                        {%- set ns_tname = namespace(name='unknown') -%}\n                        {%- if 'name' in follow and follow['name'] -%}\n                            {%- set ns_tname.name = follow['name'] -%}\n                        {%- endif -%}\n                        {%- for tc in message['tool_calls'] -%}\n                            {%- if tc is mapping and 'id' in tc and 'tool_call_id' in follow and tc['id'] == follow['tool_call_id'] -%}\n                                {%- if 'function' in tc and 'name' in tc['function'] and tc['function']['name'] -%}\n                                    {%- set ns_tname.name = tc['function']['name'] -%}\n                                {%- elif 'name' in tc and tc['name'] -%}\n                                    {%- set ns_tname.name = tc['name'] -%}\n                                {%- endif -%}\n                            {%- endif -%}\n                        {%- endfor -%}\n                        {#- Handle content as string, object, or content-parts array -#}\n                        {%- set tool_body = follow['content'] if 'content' in follow else '' -%}\n                        {%- if tool_body is string -%}\n                            {{- format_tool_response_block(ns_tname.name, tool_body) -}}\n                        {%- elif tool_body is mapping -%}\n                            {{- format_tool_response_block(ns_tname.name, tool_body) -}}\n                        {%- elif tool_body is iterable and tool_body is not string -%}\n                            {%- set ns_txt = namespace(s='') -%}\n                            {%- for part in tool_body -%}\n                                {%- if part is mapping and 'type' in part and part['type'] == 'text' and 'text' in part -%}\n                                    {%- set ns_txt.s = ns_txt.s + part['text'] -%}\n                                {%- endif -%}\n                            {%- endfor -%}\n                            {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}}\n                            {%- for part in tool_body -%}\n                                {%- if part is mapping and 'type' in part and part['type'] in ['image', 'image_url'] -%}\n                                    {{- '<|image|>' -}}\n                                {%- elif part is mapping and 'type' in part and part['type'] in ['audio', 'input_audio'] -%}\n                                    {{- '<|audio|>' -}}\n                                {%- elif part is mapping and 'type' in part and part['type'] == 'video' -%}\n                                    {{- '<|video|>' -}}\n                                {%- endif -%}\n                            {%- endfor -%}\n                        {%- else -%}\n                            {{- format_tool_response_block(ns_tname.name, tool_body) -}}\n                        {%- endif -%}\n                        {%- set ns_tr_out.flag = true -%}\n                        {%- set ns.prev_message_type = 'tool_response' -%}\n                    {%- endif -%}\n                {%- endfor -%}\n            {%- endif -%}\n\n            {%- set captured_content -%}\n            {%- if 'content' in message and message['content'] is string -%}\n                {%- if role == 'model' -%}\n                    {{- strip_thinking(message['content']) -}}\n                {%- else -%}\n                    {{- message['content'] | trim -}}\n                {%- endif -%}\n            {%- elif 'content' in message and message['content'] is iterable and message['content'] is not string -%}\n                {%- for item in message['content'] -%}\n                    {%- if item is mapping and 'type' in item and item['type'] == 'text' and 'text' in item -%}\n                        {%- if role == 'model' -%}\n                            {{- strip_thinking(item['text']) -}}\n                        {%- else -%}\n                            {{- item['text'] | trim -}}\n                        {%- endif -%}\n                    {%- elif item is mapping and 'type' in item and item['type'] in ['image', 'image_url'] -%}\n                        {{- '<|image|>' -}}\n                    {%- elif item is mapping and 'type' in item and item['type'] in ['audio', 'input_audio'] -%}\n                        {{- '<|audio|>' -}}\n                    {%- elif item is mapping and 'type' in item and item['type'] == 'video' -%}\n                        {{- '<|video|>' -}}\n                    {%- endif -%}\n                {%- endfor -%}\n            {%- endif -%}\n            {%- endset -%}\n\n            {{- captured_content -}}\n            {%- set has_content = captured_content | trim | length > 0 -%}\n\n        {#- Forward-scan: find next non-tool message role for continuation detection -#}\n        {%- set next_nt = namespace(role=None, found=false) -%}\n        {%- for j in range(loop.index0 + 1, loop_messages | length) -%}\n            {%- if not next_nt.found -%}\n                {%- if loop_messages[j]['role'] != 'tool' -%}\n                    {%- set next_nt.role = loop_messages[j]['role'] -%}\n                    {%- set next_nt.found = true -%}\n                {%- endif -%}\n            {%- endif -%}\n        {%- endfor -%}\n\n        {%- set continues_into_next = (\n            role == 'model'\n            and next_nt.role == 'assistant'\n            and not message_has_tool_calls\n            and not ns_tr_out.flag\n        ) -%}\n\n        {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%}\n            {{- '<|tool_response>' -}}\n        {%- elif continues_into_next -%}\n            {{- '\\n' -}}\n        {%- elif not (ns_tr_out.flag and not has_content) -%}\n            {{- '<turn|>\\n' -}}\n        {%- endif -%}\n\n    {#- Track previous non-tool role for next iteration (avoids O(n) backward scan) -#}\n    {%- set ns.prev_non_tool_role = message['role'] -%}\n    {%- endif -%}\n{%- endfor -%}\n\n{%- if add_generation_prompt is defined and add_generation_prompt -%}\n    {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%}\n        {{- '<|turn>model\\n' -}}\n    {%- endif -%}\n\n    {%- if not enable_thinking -%}\n        {#- Suppress thinking — but not when awaiting tool responses -#}\n        {%- if ns.prev_message_type != 'tool_call' -%}\n            {{- '<|channel>thought\\n<channel|>' -}}\n        {%- endif -%}\n    {%- endif -%}\n{%- endif -%}\n"
+}