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|>system\n' }}    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}    {%- for tool in tools %}        {{- "\n" }}        {{- tool | tojson }}    {%- endfor %}    {{- "\n</tools>" }}    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}    {%- if messages[0].role == 'system' %}        {%- set content = render_content(messages[0].content, false, true)|trim %}        {%- if content %}            {{- '\n\n' + content }}        {%- endif %}    {%- endif %}    {{- '<|im_end|>\n' }}{%- else %}    {%- if messages[0].role == 'system' %}        {%- set content = render_content(messages[0].content, false, true)|trim %}        {{- '<|im_start|>system\n' + 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>\n\n' + 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 %}                        {{- '\n\n<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|>assistant\n' }}    {%- if enable_thinking is defined and enable_thinking is false %}        {{- '<think>\n\n</think>\n\n' }}    {%- else %}        {{- '<think>\n' }}    {%- endif %}{%- endif %}