Как я тестировал локально новый Qwen 3.6 и Gemma 4

{%- set image_count = namespace(value=0) %}
{%- set video_count = namespace(value=0) %}
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
    {%- if content is string %}
        {{- content }}
    {%- elif content is iterable and content is not mapping %}
        {%- for item in content %}
            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
                {%- if is_system_content %}
                    {{- raise_exception('System message cannot contain images.') }}
                {%- endif %}
                {%- if do_vision_count %}
                    {%- set image_count.value = image_count.value + 1 %}
                {%- endif %}
                {%- if add_vision_id %}
                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
                {%- endif %}
                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
            {%- elif 'video' in item or item.type == 'video' %}
                {%- if is_system_content %}
                    {{- raise_exception('System message cannot contain videos.') }}
                {%- endif %}
                {%- if do_vision_count %}
                    {%- set video_count.value = video_count.value + 1 %}
                {%- endif %}
                {%- if add_vision_id %}
                    {{- 'Video ' ~ video_count.value ~ ': ' }}
                {%- endif %}
                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
            {%- elif 'text' in item %}
                {{- item.text }}
            {%- else %}
                {{- raise_exception('Unexpected item type in content.') }}
            {%- endif %}
        {%- endfor %}
    {%- elif content is none or content is undefined %}
        {{- '' }}
    {%- else %}
        {{- raise_exception('Unexpected content type.') }}
    {%- endif %}
{%- endmacro %}
{%- if not messages %}
    {{- raise_exception('No messages provided.') }}
{%- endif %}
{%- if tools and tools is iterable and tools is not mapping %}
    {{- '<|im_start|>systemn' }}
    {{- "# ToolsnnYou have access to the following functions:nn<tools>" }}
    {%- for tool in tools %}
        {{- "n" }}
        {{- tool | tojson }}
    {%- endfor %}
    {{- "n</tools>" }}
    {{- 'nnIf you choose to call a function ONLY reply in the following format with NO suffix:nn<tool_call>n<function=example_function_name>n<parameter=example_parameter_1>nvalue_1n</parameter>n<parameter=example_parameter_2>nThis is the value for the second parameternthat can spannmultiple linesn</parameter>n</function>n</tool_call>nn<IMPORTANT>nReminder:n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tagsn- Required parameters MUST be specifiedn- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT aftern- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function callsn</IMPORTANT>' }}
    {%- if messages[0].role == 'system' %}
        {%- set content = render_content(messages[0].content, false, true)|trim %}
        {%- if content %}
            {{- 'nn' + content }}
        {%- endif %}
    {%- endif %}
    {{- '<|im_end|>n' }}
{%- else %}
    {%- if messages[0].role == 'system' %}
        {%- set content = render_content(messages[0].content, false, true)|trim %}
        {{- '<|im_start|>systemn' + content + '<|im_end|>n' }}
    {%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
    {%- set index = (messages|length - 1) - loop.index0 %}
    {%- if ns.multi_step_tool and message.role == "user" %}
        {%- set content = render_content(message.content, false)|trim %}
        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
            {%- set ns.multi_step_tool = false %}
            {%- set ns.last_query_index = index %}
        {%- endif %}
    {%- endif %}
{%- endfor %}
{%- if ns.multi_step_tool %}
    {{- raise_exception('No user query found in messages.') }}
{%- endif %}
{%- for message in messages %}
    {%- set content = render_content(message.content, true)|trim %}
    {%- if message.role == "system" %}
        {%- if not loop.first %}
            {{- raise_exception('System message must be at the beginning.') }}
        {%- endif %}
    {%- elif message.role == "user" %}
        {{- '<|im_start|>' + message.role + 'n' + content + '<|im_end|>' + 'n' }}
    {%- elif message.role == "assistant" %}
        {%- set reasoning_content = '' %}
        {%- if message.reasoning_content is string %}
            {%- set reasoning_content = message.reasoning_content %}
        {%- else %}
            {%- if '</think>' in content %}
                {%- set reasoning_content = content.split('</think>')[0].rstrip('n').split('<think>')[-1].lstrip('n') %}
                {%- set content = content.split('</think>')[-1].lstrip('n') %}
            {%- endif %}
        {%- endif %}
        {%- set reasoning_content = reasoning_content|trim %}
        {%- if loop.index0 > ns.last_query_index %}
            {{- '<|im_start|>' + message.role + 'n<think>n' + 'I cannot call a tool until I stop thinking.' + reasoning_content + 'n</think>nn' + content }}
        {%- else %}
            {{- '<|im_start|>' + message.role + 'n' + content }}
        {%- endif %}
        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
            {%- for tool_call in message.tool_calls %}
                {%- if tool_call.function is defined %}
                    {%- set tool_call = tool_call.function %}
                {%- endif %}
                {%- if loop.first %}
                    {%- if content|trim %}
                        {{- 'nn<tool_call>n<function=' + tool_call.name + '>n' }}
                    {%- else %}
                        {{- '<tool_call>n<function=' + tool_call.name + '>n' }}
                    {%- endif %}
                {%- else %}
                    {{- 'n<tool_call>n<function=' + tool_call.name + '>n' }}
                {%- endif %}
                {%- if tool_call.arguments is mapping %}
                    {%- for args_name in tool_call.arguments %}
                        {%- set args_value = tool_call.arguments[args_name] %}
                        {{- '<parameter=' + args_name + '>n' }}
                        {%- set args_value = args_value | tojson if args_value is mapping or (args_value is iterable and args_value is not string) else args_value | string %}
                        {{- args_value }}
                        {{- 'n</parameter>n' }}
                    {%- endfor %}
                {%- endif %}
                {{- '</function>n</tool_call>' }}
            {%- endfor %}
        {%- endif %}
        {{- '<|im_end|>n' }}
    {%- elif message.role == "tool" %}
        {%- if loop.previtem and loop.previtem.role != "tool" %}
            {{- '<|im_start|>user' }}
        {%- endif %}
        {{- 'n<tool_response>n' }}
        {{- content }}
        {{- 'n</tool_response>' }}
        {%- if not loop.last and loop.nextitem.role != "tool" %}
            {{- '<|im_end|>n' }}
        {%- elif loop.last %}
            {{- '<|im_end|>n' }}
        {%- endif %}
    {%- else %}
        {{- raise_exception('Unexpected message role.') }}
    {%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
    {{- '<|im_start|>assistantn' }}
    {%- if enable_thinking is defined and enable_thinking is false %}
        {{- '<think>nn</think>nn' }}
    {%- else %}
        {{- '<think>n' }}
    {%- endif %}
{%- endif %}